{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Alternative Model (Training)\n",
    "\n",
    "I've found WaveRNN quite slow to train so here's an alternative that utilises the optimised rnn kernels in Pytorch. The model below is much much faster to train, it will converge in 48hrs when training on 22.5kHz samples (or 24hrs using 16kHz samples) on a single GTX1080. It also works quite well with predicted GTA features. \n",
    "\n",
    "The model is simply two residual GRUs in sequence and then three dense layers with a 512 softmax output. This is supplemented with an upsampling network.\n",
    "\n",
    "Since the Pytorch rnn kernels are 'closed', the options for conditioning sites are greatly reduced. Here's the strategy I went with given that restriction:  \n",
    "\n",
    "1 - Upsampling: Nearest neighbour upsampling followed by 2d convolutions with 'horizontal' kernels to interpolate. Split up into two or three layers depending on the stft hop length.\n",
    "\n",
    "2 - A 1d resnet with a 5 wide conv input and 1x1 res blocks. Not sure if this is necessary, but the thinking behind it is: the upsampled features give a local view of the conditioning - why not supplement that with a much wider view of conditioning features, including a peek at the future. One thing to note is that the resnet is computed only once and in parallel, so it shouldn't slow down training/generation much. \n",
    "\n",
    "Train this model to ~500k steps for 8/9bit linear samples or ~1M steps for 10bit linear or 9+bit mu_law. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import math, pickle, os\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch import optim\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from utils.display import *\n",
    "from utils.dsp import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1375"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bits = 9\n",
    "pad = 2\n",
    "seq_len = hop_length * 5\n",
    "seq_len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "notebook_name = 'nb4'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%mkdir -p 'model_checkpoints/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = f'model_checkpoints/{notebook_name}.pyt'\n",
    "DATA_PATH = f'data/{notebook_name}/'\n",
    "STEP_PATH = f'model_checkpoints/{notebook_name}_step.npy'\n",
    "GEN_PATH = f'model_outputs/{notebook_name}/'\n",
    "%mkdir -p $GEN_PATH"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(f'{DATA_PATH}dataset_ids.pkl', 'rb') as f:\n",
    "    dataset_ids = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_ids = dataset_ids[-50:]\n",
    "dataset_ids = dataset_ids[:-50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "class AudiobookDataset(Dataset):\n",
    "    def __init__(self, ids, path):\n",
    "        self.path = path\n",
    "        self.metadata = ids\n",
    "        \n",
    "    def __getitem__(self, index):\n",
    "        file = self.metadata[index]\n",
    "        m = np.load(f'{self.path}mel/{file}.npy')\n",
    "        x = np.load(f'{self.path}quant/{file}.npy')\n",
    "        return m, x\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.metadata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def collate(batch) :\n",
    "    \n",
    "    mel_win = seq_len // hop_length + 2 * pad\n",
    "    max_offsets = [x[0].shape[-1] - (mel_win + 2 * pad) for x in batch]\n",
    "    mel_offsets = [np.random.randint(0, offset) for offset in max_offsets]\n",
    "    sig_offsets = [(offset + pad) * hop_length for offset in mel_offsets]\n",
    "    \n",
    "    mels = [x[0][:, mel_offsets[i]:mel_offsets[i] + mel_win] \\\n",
    "            for i, x in enumerate(batch)]\n",
    "    \n",
    "    coarse = [x[1][sig_offsets[i]:sig_offsets[i] + seq_len + 1] \\\n",
    "              for i, x in enumerate(batch)]\n",
    "    \n",
    "    mels = np.stack(mels).astype(np.float32)\n",
    "    coarse = np.stack(coarse).astype(np.int64)\n",
    "    \n",
    "    mels = torch.FloatTensor(mels)\n",
    "    coarse = torch.LongTensor(coarse)\n",
    "    \n",
    "    x_input = 2 * coarse[:, :seq_len].float() / (2**bits - 1.) - 1.\n",
    "    \n",
    "    y_coarse = coarse[:, 1:]\n",
    "    \n",
    "    return x_input, mels, y_coarse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = AudiobookDataset(dataset_ids, DATA_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_loader = DataLoader(dataset, collate_fn=collate, batch_size=32, \n",
    "                         num_workers=0, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10776"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([32, 1375]), torch.Size([32, 80, 9]), torch.Size([32, 1375]))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, m, y = next(iter(data_loader))\n",
    "x.shape, m.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdfd0de5400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdfd0de5c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdfd0d8e390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x.numpy()[0]) \n",
    "plot(y.numpy()[0])\n",
    "plot_spec(m.numpy()[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define Model Classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module) :\n",
    "    def __init__(self, dims) :\n",
    "        super().__init__()\n",
    "        self.conv1 = nn.Conv1d(dims, dims, kernel_size=1, bias=False)\n",
    "        self.conv2 = nn.Conv1d(dims, dims, kernel_size=1, bias=False)\n",
    "        self.batch_norm1 = nn.BatchNorm1d(dims)\n",
    "        self.batch_norm2 = nn.BatchNorm1d(dims)\n",
    "        \n",
    "    def forward(self, x) :\n",
    "        residual = x\n",
    "        x = self.conv1(x)\n",
    "        x = self.batch_norm1(x)\n",
    "        x = F.relu(x)\n",
    "        x = self.conv2(x)\n",
    "        x = self.batch_norm2(x)\n",
    "        return x + residual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MelResNet(nn.Module) :\n",
    "    def __init__(self, res_blocks, in_dims, compute_dims, res_out_dims) :\n",
    "        super().__init__()\n",
    "        k_size = pad * 2 + 1\n",
    "        self.conv_in = nn.Conv1d(in_dims, compute_dims, kernel_size=k_size, bias=False)\n",
    "        self.batch_norm = nn.BatchNorm1d(compute_dims)\n",
    "        self.layers = nn.ModuleList()\n",
    "        for i in range(res_blocks) :\n",
    "            self.layers.append(ResBlock(compute_dims))\n",
    "        self.conv_out = nn.Conv1d(compute_dims, res_out_dims, kernel_size=1)\n",
    "        \n",
    "    def forward(self, x) :\n",
    "        x = self.conv_in(x)\n",
    "        x = self.batch_norm(x)\n",
    "        x = F.relu(x)\n",
    "        for f in self.layers : x = f(x)\n",
    "        x = self.conv_out(x)\n",
    "        return x        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Stretch2d(nn.Module) :\n",
    "    def __init__(self, x_scale, y_scale) :\n",
    "        super().__init__()\n",
    "        self.x_scale = x_scale\n",
    "        self.y_scale = y_scale\n",
    "        \n",
    "    def forward(self, x) :\n",
    "        b, c, h, w = x.size()\n",
    "        x = x.unsqueeze(-1).unsqueeze(3)\n",
    "        x = x.repeat(1, 1, 1, self.y_scale, 1, self.x_scale)\n",
    "        return x.view(b, c, h * self.y_scale, w * self.x_scale)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "class UpsampleNetwork(nn.Module) :\n",
    "    def __init__(self, feat_dims, upsample_scales, compute_dims, \n",
    "                 res_blocks, res_out_dims, pad) :\n",
    "        super().__init__()\n",
    "        total_scale = np.cumproduct(upsample_scales)[-1]\n",
    "        self.indent = pad * total_scale\n",
    "        self.resnet = MelResNet(res_blocks, feat_dims, compute_dims, res_out_dims)\n",
    "        self.resnet_stretch = Stretch2d(total_scale, 1)\n",
    "        self.up_layers = nn.ModuleList()\n",
    "        for scale in upsample_scales :\n",
    "            k_size = (1, scale * 2 + 1)\n",
    "            padding = (0, scale)\n",
    "            stretch = Stretch2d(scale, 1)\n",
    "            conv = nn.Conv2d(1, 1, kernel_size=k_size, padding=padding, bias=False)\n",
    "            conv.weight.data.fill_(1. / k_size[1])\n",
    "            self.up_layers.append(stretch)\n",
    "            self.up_layers.append(conv)\n",
    "    \n",
    "    def forward(self, m) :\n",
    "        aux = self.resnet(m).unsqueeze(1)\n",
    "        aux = self.resnet_stretch(aux)\n",
    "        aux = aux.squeeze(1)\n",
    "        m = m.unsqueeze(1)\n",
    "        for f in self.up_layers : m = f(m)\n",
    "        m = m.squeeze(1)[:, :, self.indent:-self.indent]\n",
    "        return m.transpose(1, 2), aux.transpose(1, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "class Model(nn.Module) :\n",
    "    def __init__(self, rnn_dims, fc_dims, bits, pad, upsample_factors,\n",
    "                 feat_dims, compute_dims, res_out_dims, res_blocks,\n",
    "                 hop_length, sample_rate):\n",
    "        super().__init__()\n",
    "        self.pad = pad\n",
    "        self.n_classes = 2**bits\n",
    "        self.rnn_dims = rnn_dims\n",
    "        self.aux_dims = res_out_dims // 4\n",
    "        self.hop_length = hop_length\n",
    "        self.sample_rate = sample_rate\n",
    "        self.upsample = UpsampleNetwork(feat_dims, upsample_factors, compute_dims, \n",
    "                                        res_blocks, res_out_dims, pad)\n",
    "        self.I = nn.Linear(feat_dims + self.aux_dims + 1, rnn_dims)\n",
    "        self.rnn1 = nn.GRU(rnn_dims, rnn_dims, batch_first=True)\n",
    "        self.rnn2 = nn.GRU(rnn_dims + self.aux_dims, rnn_dims, batch_first=True)\n",
    "        self.fc1 = nn.Linear(rnn_dims + self.aux_dims, fc_dims)\n",
    "        self.fc2 = nn.Linear(fc_dims + self.aux_dims, fc_dims)\n",
    "        self.fc3 = nn.Linear(fc_dims, self.n_classes)\n",
    "        num_params(self)\n",
    "    \n",
    "    \n",
    "    def forward(self, x, mels) :\n",
    "        bsize = x.size(0)\n",
    "        h1 = torch.zeros(1, bsize, self.rnn_dims).cuda()\n",
    "        h2 = torch.zeros(1, bsize, self.rnn_dims).cuda()\n",
    "        mels, aux = self.upsample(mels)\n",
    "        \n",
    "        aux_idx = [self.aux_dims * i for i in range(5)]\n",
    "        a1 = aux[:, :, aux_idx[0]:aux_idx[1]]\n",
    "        a2 = aux[:, :, aux_idx[1]:aux_idx[2]]\n",
    "        a3 = aux[:, :, aux_idx[2]:aux_idx[3]]\n",
    "        a4 = aux[:, :, aux_idx[3]:aux_idx[4]]\n",
    "        \n",
    "        x = torch.cat([x.unsqueeze(-1), mels, a1], dim=2)\n",
    "        x = self.I(x)\n",
    "        res = x\n",
    "        x, _ = self.rnn1(x, h1)\n",
    "        \n",
    "        x = x + res\n",
    "        res = x\n",
    "        x = torch.cat([x, a2], dim=2)\n",
    "        x, _ = self.rnn2(x, h2)\n",
    "        \n",
    "        x = x + res\n",
    "        x = torch.cat([x, a3], dim=2)\n",
    "        x = F.relu(self.fc1(x))\n",
    "        \n",
    "        x = torch.cat([x, a4], dim=2)\n",
    "        x = F.relu(self.fc2(x))\n",
    "        return F.log_softmax(self.fc3(x), dim=-1)\n",
    "    \n",
    "    \n",
    "    def generate(self, mels, save_path, batched, target, overlap) :\n",
    "        \n",
    "        self.eval()\n",
    "        output = []\n",
    "        start = time.time()\n",
    "        rnn1 = self.get_gru_cell(self.rnn1)\n",
    "        rnn2 = self.get_gru_cell(self.rnn2)\n",
    "        \n",
    "        with torch.no_grad() :\n",
    "            \n",
    "            mels = torch.FloatTensor(mels).cuda().unsqueeze(0)\n",
    "            mels = self.pad_tensor(mels.transpose(1, 2), pad=self.pad, side='both')\n",
    "            mels, aux = self.upsample(mels.transpose(1, 2))\n",
    "            \n",
    "            if batched :\n",
    "                mels = self.fold_with_overlap(mels, target, overlap)\n",
    "                aux = self.fold_with_overlap(aux, target, overlap)\n",
    "\n",
    "            b_size, seq_len, _ = mels.size()\n",
    "            \n",
    "            h1 = torch.zeros(b_size, self.rnn_dims).cuda()\n",
    "            h2 = torch.zeros(b_size, self.rnn_dims).cuda()\n",
    "            x = torch.zeros(b_size, 1).cuda()\n",
    "            \n",
    "            d = self.aux_dims\n",
    "            aux_split = [aux[:, :, d*i:d*(i+1)] for i in range(4)]\n",
    "            \n",
    "            for i in range(seq_len) :\n",
    "\n",
    "                m_t = mels[:, i, :]\n",
    "                \n",
    "                a1_t, a2_t, a3_t, a4_t = \\\n",
    "                    (a[:, i, :] for a in aux_split)\n",
    "                \n",
    "                x = torch.cat([x, m_t, a1_t], dim=1)\n",
    "                x = self.I(x)\n",
    "                h1 = rnn1(x, h1)\n",
    "                \n",
    "                x = x + h1\n",
    "                inp = torch.cat([x, a2_t], dim=1)\n",
    "                h2 = rnn2(inp, h2)\n",
    "                \n",
    "                x = x + h2\n",
    "                x = torch.cat([x, a3_t], dim=1)\n",
    "                x = F.relu(self.fc1(x))\n",
    "                \n",
    "                x = torch.cat([x, a4_t], dim=1)\n",
    "                x = F.relu(self.fc2(x))\n",
    "                \n",
    "                logits = self.fc3(x)\n",
    "                posterior = F.softmax(logits, dim=1)\n",
    "                distrib = torch.distributions.Categorical(posterior)\n",
    "                \n",
    "                sample = 2 * distrib.sample().float() / (self.n_classes - 1.) - 1.\n",
    "                output.append(sample)\n",
    "                x = sample.unsqueeze(-1)\n",
    "                \n",
    "                if i % 100 == 0 : self.gen_display(i, seq_len, b_size, start)\n",
    "                    \n",
    "        \n",
    "        output = torch.stack(output).transpose(0, 1)\n",
    "        output = output.cpu().numpy()\n",
    "        output = output.astype(np.float64)\n",
    "        \n",
    "        if batched :\n",
    "            output = self.xfade_and_unfold(output, target, overlap)\n",
    "        else :\n",
    "            output = output[0]\n",
    "            \n",
    "        librosa.output.write_wav(save_path, output.astype(np.float32), self.sample_rate)\n",
    "        \n",
    "        self.train()\n",
    "        \n",
    "        return output\n",
    "    \n",
    "    def gen_display(self, i, seq_len, b_size, start) :\n",
    "        gen_rate = (i + 1) / (time.time() - start) * b_size / 1000 \n",
    "        realtime_ratio = gen_rate * 1000 / self.sample_rate\n",
    "        stream('%i/%i -- batch_size: %i -- gen_rate: %.1f kHz -- x_realtime: %.1f  ', \n",
    "              (i * b_size, seq_len * b_size, b_size, gen_rate, realtime_ratio))\n",
    "    \n",
    "    def get_gru_cell(self, gru) :\n",
    "        gru_cell = nn.GRUCell(gru.input_size, gru.hidden_size)\n",
    "        gru_cell.weight_hh.data = gru.weight_hh_l0.data\n",
    "        gru_cell.weight_ih.data = gru.weight_ih_l0.data\n",
    "        gru_cell.bias_hh.data = gru.bias_hh_l0.data\n",
    "        gru_cell.bias_ih.data = gru.bias_ih_l0.data\n",
    "        return gru_cell\n",
    "    \n",
    "    \n",
    "    def pad_tensor(self, x, pad, side='both') :\n",
    "        # NB - this is just a quick method i need right now\n",
    "        # i.e., it won't generalise to other shapes/dims\n",
    "        b, t, c = x.size()\n",
    "        total = t + 2 * pad if side == 'both' else t + pad\n",
    "        padded = torch.zeros(b, total, c).cuda()\n",
    "        if side == 'before' or side == 'both' :\n",
    "            padded[:, pad:pad+t, :] = x\n",
    "        elif side == 'after' :\n",
    "            padded[:, :t, :] = x    \n",
    "        return padded\n",
    "\n",
    "    \n",
    "    def fold_with_overlap(self, x, target, overlap) :\n",
    "        \n",
    "        ''' Fold the tensor with overlap for quick batched inference.\n",
    "            Overlap will be used for crossfading in xfade_and_unfold()\n",
    "\n",
    "        Args:\n",
    "            x (tensor)    : Upsampled conditioning features. \n",
    "                            shape=(1, timesteps, features)\n",
    "            target (int)  : Target timesteps for each index of batch\n",
    "            overlap (int) : Timesteps for both xfade and rnn warmup\n",
    "\n",
    "        Return:\n",
    "            (tensor) : shape=(num_folds, target + 2 * overlap, features)\n",
    "         \n",
    "        Details:      \n",
    "            x = [[h1, h2, ... hn]] \n",
    "\n",
    "            Where each h is a vector of conditioning features\n",
    "\n",
    "            Eg: target=2, overlap=1 with x.size(1)=10 \n",
    "\n",
    "            folded = [[h1, h2, h3, h4],\n",
    "                      [h4, h5, h6, h7],\n",
    "                      [h7, h8, h9, h10]]\n",
    "        '''\n",
    "\n",
    "        _, total_len, features = x.size()\n",
    "        \n",
    "        # Calculate variables needed\n",
    "        num_folds = (total_len - overlap) // (target + overlap)\n",
    "        extended_len = num_folds * (overlap + target) + overlap\n",
    "        remaining = total_len - extended_len\n",
    "        \n",
    "        # Pad if some time steps poking out\n",
    "        if remaining != 0 :\n",
    "            num_folds += 1\n",
    "            padding = target + 2 * overlap - remaining    \n",
    "            x = self.pad_tensor(x, padding, side='after')\n",
    "\n",
    "        folded = torch.zeros(num_folds, target + 2 * overlap, features).cuda()\n",
    "        \n",
    "        # Get the values for the folded tensor\n",
    "        for i in range(num_folds) :\n",
    "            start = i * (target + overlap)\n",
    "            end = start + target + 2 * overlap\n",
    "            folded[i] = x[:, start:end, :]\n",
    "\n",
    "        return folded\n",
    "    \n",
    "    \n",
    "    def xfade_and_unfold(self, y, target, overlap) :\n",
    "        \n",
    "        ''' Applies a crossfade and unfolds into a 1d array.\n",
    "            \n",
    "        Args:\n",
    "            y (ndarry)    : Batched sequences of audio samples\n",
    "                            shape=(num_folds, target + 2 * overlap)\n",
    "                            dtype=np.float64\n",
    "            overlap (int) : Timesteps for both xfade and rnn warmup\n",
    "\n",
    "        Return:\n",
    "            (ndarry) : audio samples in a 1d array  \n",
    "                       shape=(total_len)\n",
    "                       dtype=np.float64\n",
    "        \n",
    "        Details: \n",
    "            y = [[seq1], \n",
    "                 [seq2], \n",
    "                 [seq3]] \n",
    "            \n",
    "            Apply a gain envelope at both ends of the sequences\n",
    "        \n",
    "            y = [[seq1_in, seq1_target, seq1_out],\n",
    "                 [seq2_in, seq2_target, seq2_out],\n",
    "                 [seq3_in, seq3_target, seq3_out]]\n",
    "\n",
    "            Stagger and add up the groups of samples:\n",
    "\n",
    "            [seq1_in, seq1_target, (seq1_out + seq2_in), seq2_target, ...]\n",
    "            \n",
    "        '''\n",
    "        \n",
    "        num_folds, length = y.shape\n",
    "        target = length - 2 * overlap\n",
    "        total_len = num_folds * (target + overlap) + overlap\n",
    "        \n",
    "        # Need some silence for the rnn warmup\n",
    "        silence_len = overlap // 2\n",
    "        fade_len = overlap - silence_len\n",
    "        silence = np.zeros((silence_len), dtype=np.float64)\n",
    "        \n",
    "        # Equal power crossfade\n",
    "        t = np.linspace(-1, 1, fade_len, dtype=np.float64)\n",
    "        fade_in = np.sqrt(0.5 * (1 + t))\n",
    "        fade_out = np.sqrt(0.5 * (1 - t))\n",
    "        \n",
    "        # Concat the silence to the fades\n",
    "        fade_in = np.concatenate([silence, fade_in])\n",
    "        fade_out = np.concatenate([fade_out, silence])\n",
    "        \n",
    "        # Apply the gain to the overlap samples\n",
    "        y[:, :overlap] *= fade_in\n",
    "        y[:, -overlap:] *= fade_out\n",
    "        \n",
    "        unfolded = np.zeros((total_len), dtype=np.float64)\n",
    "        \n",
    "        # Loop to add up all the samples\n",
    "        for i in range(num_folds ) :\n",
    "            start = i * (target + overlap)\n",
    "            end = start + target + 2 * overlap\n",
    "            unfolded[start:end] += y[i]\n",
    "\n",
    "        return unfolded"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Instantiate and Check Upsampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trainable Parameters: 4.481 million\n"
     ]
    }
   ],
   "source": [
    "model = Model(rnn_dims=512, \n",
    "              fc_dims=512, \n",
    "              bits=bits,\n",
    "              pad=pad,\n",
    "              upsample_factors=(5, 5, 11), \n",
    "              feat_dims=80,\n",
    "              compute_dims=128, \n",
    "              res_out_dims=128, \n",
    "              res_blocks=10,\n",
    "              hop_length=hop_length,\n",
    "              sample_rate=sample_rate).cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists(MODEL_PATH):\n",
    "    torch.save(model.state_dict(), MODEL_PATH) \n",
    "model.load_state_dict(torch.load(MODEL_PATH)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "mels, aux = model.upsample(m.cuda())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdfd0ce7da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdfcd4255f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_spec(m[0].numpy())\n",
    "plot_spec(mels[0].cpu().detach().numpy().T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "global step\n",
    "step = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(0)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "if not os.path.exists(STEP_PATH):\n",
    "    np.save(STEP_PATH, step)\n",
    "step = np.load(STEP_PATH)\n",
    "step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, optimiser, epochs, batch_size, classes, seq_len, step, lr=1e-4) :\n",
    "        \n",
    "    for p in optimiser.param_groups : p['lr'] = lr\n",
    "    criterion = nn.NLLLoss().cuda()\n",
    "    \n",
    "    for e in range(epochs) :\n",
    "\n",
    "        trn_loader = DataLoader(dataset, collate_fn=collate, batch_size=batch_size, \n",
    "                                num_workers=2, shuffle=True, pin_memory=True)\n",
    "    \n",
    "        running_loss = 0.\n",
    "        val_loss = 0.\n",
    "        start = time.time()\n",
    "        running_loss = 0.\n",
    "\n",
    "        iters = len(trn_loader)\n",
    "\n",
    "        for i, (x, m, y) in enumerate(trn_loader) :\n",
    "            \n",
    "            x, m, y = x.cuda(), m.cuda(), y.cuda()\n",
    "\n",
    "            y_hat = model(x, m)\n",
    "            y_hat = y_hat.transpose(1, 2).unsqueeze(-1)\n",
    "            y = y.unsqueeze(-1)\n",
    "            loss = criterion(y_hat, y)\n",
    "            \n",
    "            optimiser.zero_grad()\n",
    "            loss.backward()\n",
    "            optimiser.step()\n",
    "            running_loss += loss.item()\n",
    "            \n",
    "            speed = (i + 1) / (time.time() - start)\n",
    "            avg_loss = running_loss / (i + 1)\n",
    "            \n",
    "            step += 1\n",
    "            k = step // 1000\n",
    "            stream('Epoch: %i/%i -- Batch: %i/%i -- Loss: %.3f -- %.2f steps/sec -- Step: %ik ', \n",
    "                   (e + 1, epochs, i + 1, iters, avg_loss, speed, k))\n",
    "        \n",
    "        torch.save(model.state_dict(), MODEL_PATH)\n",
    "        np.save(STEP_PATH, step)\n",
    "        print(' <saved>')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimiser = optim.Adam(model.parameters())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1/1000 -- Batch: 22/674 -- Loss: 5.533 -- 3.58 steps/sec -- Step: 0k "
     ]
    }
   ],
   "source": [
    "train(model, optimiser, epochs=1000, batch_size=16, classes=2**bits, \n",
    "      seq_len=seq_len, step=step, lr=1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "def generate(samples=3, batched=True, target=11_000, overlap=550) :\n",
    "    outputs = []\n",
    "    k = step // 1000\n",
    "    test_mels = [np.load(f'{DATA_PATH}mel/{id}.npy') for id in test_ids[:samples]]\n",
    "    ground_truth = [np.load(f'{DATA_PATH}quant/{id}.npy') for id in test_ids[:samples]]\n",
    "    for i, (gt, mel) in enumerate(zip(ground_truth, test_mels)) :\n",
    "        print('\\nGenerating: %i/%i' % (i+1, samples))\n",
    "        gt = 2 * gt.astype(np.float32) / (2**bits - 1.) - 1.\n",
    "        librosa.output.write_wav(f'{GEN_PATH}{k}k_steps_{i}_target.wav', gt, sr=sample_rate)\n",
    "        if batched :\n",
    "            save_str = f'{GEN_PATH}{k}k_steps_{i}_gen_batched_target{target}_overlap{overlap}.wav'\n",
    "        else :    \n",
    "            save_str = f'{GEN_PATH}{k}k_steps_{i}_gen_not_batched.wav'\n",
    "        outputs.append(model.generate(mel, save_str, batched, target, overlap))\n",
    "    \n",
    "    for output in outputs:\n",
    "        plot(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Generating: 1/3\n",
      "157500/157575 -- batch_size: 1 -- gen_rate: 2.3 kHz -- x_realtime: 0.1  \n",
      "Generating: 2/3\n",
      "61300/61325 -- batch_size: 1 -- gen_rate: 2.4 kHz -- x_realtime: 0.1  \n",
      "Generating: 3/3\n",
      "162500/162525 -- batch_size: 1 -- gen_rate: 2.4 kHz -- x_realtime: 0.1  "
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb64994c978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb669c2c470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb647d961d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate(batched=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Generating: 1/3\n",
      "168000/169400 -- batch_size: 14 -- gen_rate: 33.0 kHz -- x_realtime: 1.5  \n",
      "Generating: 2/3\n",
      "72000/72600 -- batch_size: 6 -- gen_rate: 14.5 kHz -- x_realtime: 0.7  \n",
      "Generating: 3/3\n",
      "180000/181500 -- batch_size: 15 -- gen_rate: 35.7 kHz -- x_realtime: 1.6  "
     ]
    },
    {
     "data": {
      "image/png": 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a4doHRFrqGp7CtN31O/MPFLyW14zHUqsV7zuBK9zElZb+CcXvlRs0W7q9Eq/mNis+nlKR/I1EFJx4//GexSU63Dy7bu76/BbVjmm1OVQNwJF5hVqjzd+o1Yb+cXkD/0amXKlPOeCCiIjUsq+qF39xD5wlInNgoI1MZ3tpJ+wOp9HFIBMpbhnENc9kYcpvQfHLnziAP7x+WNeysIFM8cTpFPCtFRn46ztHXddmp8rXZsbZ4so1z2RhV5myWSdXP5Xp81gw6dX4mmeyjC4CUUwRbxPj03Zk1PTqeuxb1xfh8icO6HpM0k/3yBTyG/pR2DwoazDHVSsy8P8e2x9yG6YMJiIiteyt7PFZq5aIzIt5C8h07t1Sio6hKdz93S8ZXRQyica+4OlxiluHdCwJUXwRQxnpVb1Ir9K3gzNYWSi6VXaNyloHiYjil3/6vVvXB0/Vp4X8xgFdj0f6+sFzORj1y5Yhpa7h/55QmPWaiIgi0dI/gTs2luCzH19sdFGISALOaCNT6jN4HS4yF1M1Ur3Kcu0zWdgZ4ZogFD+yai24ckUGrDbj050KggCHM/APS3zN6RTgjODHF+oYIjkDvss7RvCNR/dhaGJGcZnIeP6nlCAI+N6zWdhe2ilrP5Xu9ZqiCdcZJJKnoGlAWko//rRIArvDiX+9fwzLdlQCkBcwk6preApffSQdzUwjrDqHU+B9lIjizqR7qZQuprImigoMtBERyeCdrqypfwL3uRe8JwrnkZ1V6ByeQufwlNFFwb1bSnH2A7sDvvafD8pw9gO7cXFKOr7jl65Pjrs2HQl6DCUGJmYwMDHjsxYPRT+7U0Bj3wT++d4xWe/bXhp4kIPDKaCic0SNohERkUlZRq2y1s/7oKQDX3pwD7aWdIRcxy+SjI9VXaPYVtqJ4UkbGizBs3GQfOPTdpz9wG6syWwwuihERKrrHpmCZYyBNKJYwNSRZErMax9cSeugrAW7Y0Gc/blEmtsRYibme8UdAFydGuPTykd7p1X2KH5vaBzNHIvsTgGZNRZ897wzItrPqgP1eOFAvUqlIiKjSaoCsp4Ydy5d7lo7r2XFEknbS10ftHVwEmkVyuovP1qVG3YbzshSRsxmsKWoHfdce47BpSEiUkdF5whGp2y46bXDAObe03Ye68KJi9htTxRN+IslijK/WltgdBHiUv/4NJ7YXQOrzWl0USgKhUuhGEua+sbxWl6zpG3jbdAAhXbL+iLJnabBmHE2G89zIuUk3T3j5xZLKvnX+4FnUaeWdSO1rNvnucGJGfzzvWP47aWfw16ZQbjGvnE8tK0ccVQN1BTjlOFN2x146KMK/OsH5+JTJ3NNJyIz+/GLeUFfm7E78dfNR3UsDRGpgYE2oig3bXfA4RRw/HGx+3M2Q6NqxZ4afHCkw+hiUBTaV9WL2zcUG10M3dy16Qhqe8dCbuNwCjjv4T24+MxTZO/f/3ogrnm3eOF82fui2GO2mJbd4cSEe2aoCW5lRFHBiJ+xGeqapJ+tJdLr9FM2Bz440qGoHfD03lqfxxx4YQy7w4kpmwMnLV5odFE0t7/KgvdLOjAxY8dLv/+G0cUhIoUEthyIohLXaKOYUN4x4kkpEW+uW5mNryzda3QxiCSzjFlR3T1qdDF0s7+q1+gimM603QGbQ0BJ61DE+zrv4TR89ZF0FUpFRlCzy/FI21BE6U61cOemI6qc51K0DUyipX9Cl2MR6UXKNeJgQ7+qxxQEAXn16u6TCIBn4AXp6x/vHcNFy+KjrsjOeSIiIuMw0EamlCCz6+0nq/Pwy7X5GpXGHPZX9aKoZXDO8+2DUwaUhkRT7tk0JN13n87CDS+EX8ciVjX3TeC9onaji+Hjjbxm9I7qtwCz3Gt8OEzpSlMzDvzypXwcapp7nzTS/mr9Au3ffjoT1zyTpdvxiMxCarriULwnGu0s68bNrx/2eX3G7sSLB+oxbWe9LxqZZSbZXZtKjC5CXNoZYm1iIqJot+1oJ2p64mcgM5GZMdBGpiRnJJa4qHRzjI/ivm1DMX69Lj7XZ+O4vNgyMRPfnVS3bSjGfR+UGV0MH4/sqsKdUd758+BH5dhe2ml0MUgmta7vdqf5g61y1/ZRKr+hH3/ZUOypHxFFG+8zV6/4iPfPpXNo7iC2DQUteHZfHdZlNeF/3ijUp1AU1m9eLkBj37jRxZCsopMdoUREpK6/v1uKHz4fvwOZicyEgTaKOlsK25CYlIoxqw2AMTOKeketph3RanM40TOi38wUmtU3No0GS/Q09kkfJhlEHdbolC3ifXQMTUraLpLPJFjo4O3Dbbh3S6nyHRNpbIvCmawdQ5OygmY3vXYY6VW9mLabP/hIFC2m3IOEKrpGkFPXZ3BpSHS4eRBP7qnxPLbaHLCM+baDvvzgHmTUWPQuWmBRUickIiJz4jg6InNjoI1Ma9RqQ0bN3JRLr+Y2AYCuac68CYKAy5YfwL2bzdmh++BH5bj8iQMxtQZAtLRJv/n4fly3MtvoYhAZoqZnFFc9mYna3jGji0Im5j9jXa3ru1nSgqntSNsQrnoyU3GQjigaJfj8vz6/7XavgSKBLific+zgMh/vr+SWN4tw6eMHAADDkzPIqevDjMNEgw54/igSo7d4IiIiijEMtJFp/WNLKW5dX4zOYXOtQSY2sNMqe/DM3lrDAn7B7K92jdjk2mHqYscKUWitA6Fns2072om8+n6dSkPxJlb74MRZ0iWtQwaXhCi2bShoDfn6bDCfFUIzK2ga8Pz/reuLmOYzzrUPTuL5/XVGF8MQeg1SICIiolkMtJEpCcLsmmtTfus5+TdvjQyArM5swO9fO4zLlx/QbI24W9cX4XUZi7x7ugHYD0BkCvEyCjfcNefv75bi5tcP61MYIhO7fPkBJCalYkZGakcl93TWA4iUCXXbjsbf1eDEDL71xAFUd8fP+mA/fjEXR9qGjS4GqUzu2qO3byjG8/vrPY9fPFCPv24+qnaxiIiIiAAw0EZmZtLOaf/qfYNlHD2jVmw6FHokrFIZNRY8uqtK8vae1DYcceujZ8SKgfFpxe+Pl2BJKE6ngMSkVCzfXa3aPr/2SDq+83Smavsj5WwOAfURpX2Ufs2JpKNSfO9dm0qQmJQadLuqrlHZHTIUvaLlm26wjKHHPRNeyox43noo3p2/NE3X4yUmpeIJrzW/RGI98IAJ1vqq7RmDwyn9qpdT14euESvWZTdqWCp9OJ0Cqrp8A4YjU7Y5a8RWdMZPUDEeKE0PXdPjW699dl8ddh7rUqNIppda3o273z5idDGISIbEpFT897qCsNs1WMZgZQYrIlNioI2igLm6z4J13DpN06HLbrlALn/iAL7x2H7Z7xuamMHGQ61ROYJZbQ73h/CGjBmW4QxN2sKmHNSS1ebA5sI2BmQAtA1O4vvP5Sh+v94f4Z6KnqCvZdZY8KNVudio0QAIkm5rSYfvExqdJ9HyG75u5exvTE6ROXiG4orJqrK59X1o6tMmc4VcTX3j+MHzOSjvHJH93ii5TIb0el4zfrQq1+e5wuZBXPVkdAzamnE4sa9q7hrkRFpILe82ughEJFNhy2DI10embLhuZQ6SPijTqUREJAcDbRQFEpBR04v1B/07983VCjdd49Vs5YlSz6TX4uFtFSjvZPoZ053jKli5rw73f1iOvZXBgzYkjZzTI5KgQXX3KFYEmG3gba171P7S7ZWKj0ORq+gcwb/ePxZymxi8rETs7cOtSAsRSJZKjZnYR9uG8Ny++FzfJla9ltuEnLo+o4sRmkEXhmAzvv7weuHcQQMSLNtRqXpq+f7xGdnviaWsDBVd8gOMZnP7hmKji0BERFGqc3gKAHC4OXRAjoiMscDoAhAFMm13wuaYXbvk1vWuBsmfrvzinG31boubtVPQ7nDC5hC8UkfGhskZO2Rkx1FdvWXcXQ5OzRfFUodNvzud6JjVbnBJop/UQOz3ns3Cded/SvFxVmc2hN1mYprfpxkoSWkyrvC7i5V7HgA8+FEFAKBlxZKg28zYnXAKAhYvnB90G/E3effbR+AUBKy9+Rs+r0/O2HHxsnSsvunr+OGFnw64j1+8lA8A+Mf3vyznTyATeyzVlf451PkVr8IN4pBrfX4LDjUNIO3v31Ztn7FUB1Mizv98IiIiALE5CJooFnBGG5nS5sI2tA9OzXn+WPuw4R2oZr2h3bK+yGcdi1hoiDqcAr6ydC+Sd1QYVgbxczTr966nWExdlhATvxTppu0OFIdJR6GU1POjsW8CL+c0aVIG0edPPV7T/ZM0gc6Iqu5RDE0En5FxYfJeZceKwsuTlN9MsHVprn02C+c9HHrtqjr3moup5d0BU622DU7C7hQ4Y41IQ2pfmyKptUThZXIOpWt1RbNSE7R/zUIAUNQy6DMgN5QzTlqkbYFMZsbuRHHLkNHFIKIg+samPfXzUCq7RjAyadOhRESkNgbaKKr8bM1B9I5OG10MU8qt7ze6CKoTF3q3OWKhayB2REtwqr53DNtLO40uBswU9n48tRo3SlhgWQkzBTq+9aXTAAC/u/TzBpeE/OXW9+Ona/LU37GJzj9N+P19HUNzByP5+9mag4oPV909it1c24WMYp7bpunIjTOllnWjtid8p14siMV1WUembPj5moO4d8tRo4tiKPG07x6x4tfrCvCkxNmn8RaXXbGnBuvzW4wuBhEFcfVTGbhewproS1bl4Vfr8nUoERGpjakjyfTMVkEONgJdMFMvM4XkcAr46+YjuP3qs/C1z3/C6OKQRr7vrsT+7Kv/FXbbfVW9ONYxjMd+fpHWxTJUTZx0tom3DbPdP8gl0Iz1SMXijFtBEDSNN4SqttzwQq6GRyYi5eRdFe5+54hG5dDfQ9vKsb+qN+jrD28zLgOGVqbdKZhL26N/bTo11UqYERKPantHjS4CEYVgtUmbjQto014iIu1xRhtFLc9aZBoGuN7Ia0ZiUqonPcWVKzJw+4YSzY6npljoclTScbq9tBOJSameqfZjVhvGrLPT7hOTUvHorirsLu/B/76tTufDlSsycE8MdWQEo/ZPrXvE+MqjeB1Jr+rFpkNtxhZGB/M07LU3yzXHMmb1zIYlbTVYxpCYlIojbfLTFI1P2zFqje+UKI+lVuPsB3YHfd3udR4LAJbtqMS5D+3x2aZ31AqnxPP96b01SExKnfO8d0Da/54peq+4HYlJqXPSl41M2ZjSTCdmuGcSGeHZ9FokJqVi06E2jMXJ9WbUakNiUio+PGqGzAzRK1qycKgl3v5eIiIis2GgjaKWHhPIxHVLptyjCTuHp5BT1xdwW6cApFV0c2abwV7PawYAtAxMAAAuWpaOi5al+2wjptSQ8lWJHZCdw8E7uDqHp7CrLI5SbKnUhrviiQx1diRTccsgLKNWQ45ttHkaTvEyy7Xv0scPIHlHpdHFiHmZNRbsKXet+5Wq4Pp3YfJeXOx3bY6ESU4/WfZV9YYMCvv/TevzWzBt9x0Je9nyA3h+v7Q11tZkNobdJtA9EwDWZbne2+N37bwkJR2XPr5f0vFJucLmQVzxRAa2sdM97kVyG9fzPu1wCthb2QObw4m9lT2eY0/O2JFZa5G0D0EQkFbRgxczGrQsqiH6xqZR3R189lGHeybDqxqvaStXg2VM0vpCWovGe74emMmBiIjIWAy0EYXirqzm1PWFXatk46FW3LnpCLaWdOhQsPjARhRp4cZ1Bbj++RysTK/FwHh8rfnIBjipobZnDLesL8Kz+6QFeEJR6zofi7eLruEprMkK38GcrcMareLn2zYwiXXZvgG7iRmH5sePd7U9rg754tZB1fa5JrMBHUOTqu2P9BHsNp5W0Y3S9mHP48waC9Ire3y20fM6+VpuE+7YWIIfvZCLOzaW4EC1K7j2wIfluOXNIjRYxsPuI62iB3duio5MInJ995mskCl659bXzHGXu25ljqT1hdTm/3nEYrpoNSSwok9kSqXtw3i3SN3sObwOEpkT12ijqKVHPVI8xD3vSF+A2jIWXx33ovKOEfz93aPYfs9VOHGRcZcWMwTnzPJZaCUWmnDDkzas0mmEdLBr1QclHdhW2omNf75Ml3IQqSVQasFAukfCzxy9bmV2pMUBYJ4Zld7OeTB4WshA7v+wDJ/9+Me7lQc0AAAgAElEQVQ8j695JkvaGxX+7XLe5nRvfMv6IgDAb7/5OZxy/HGKjksKuG8khc2D+OHzOdh295VYvHB+RLt8em8tdpR2Ye8/vq1GCclgd25ypTBvWbEEwOxv1Sji9b/eHVAbnJwBADT1uzJOjEtIAdkfw4OhpPz9FLl4izvF2Z9LFDV+vuagrsd7dFcVFsxPwP03nK/rcYmIM9ooBpivay22Tc7Y0T44OwI6s8aCxKRU3LGxGI19Eyhplb9WTzBSOwETk1JxsMF3RP8ju6oCrkWjh6f21qj+WehJEISAaWFM2I8d1f75/jHk6jATxRvXbiA9fXgk/AzvtsHYnVFjc8i7aG4ubA86SzBUIPFYx4is4yjhf3gug6gv8cpd1zuOmp4xNPaFnw0kBTv7SS/bjrrWUO6RMACD1ON0CqjvHcPjqca1i7TANklggdZivjB5r/4FoZiUmJSK294ydhAHSfN6XjNezjZX6mGieMFAG1EIStIvGD1yTuvD//GNQlz9VKbncao7pWaXu+Gs5vHlTIffV9Xr81itIJeSwITY+IvWkMbbh9tw/XM5KGgcCPi60ee4XDU9oyhuUS/dFs21r6oXvXG67l0ss9oc2FrSoXi2mJ6Xiljvc9tW2mXo8Zmexlhz0qap9HWEWiOQzCmS1HBTMw58eET5NV0O/2Lmu+uUYuaPcGXYX9WL3tHYndEWjvj5RfpNvZLbhO8/l4NXc5sjLpOZMNAWWKDrAwdUUKRy6/tQ0eka1LW/Wtoam0RE8Sr2cppRzImyPv2YnzFS1OIbwNKyoSNn3+vzW/DQEnNNjY+2gJRIrEi3DEzgirM/6Xk+Wjtaf/i8aw0MMZ2S2RQ0DqCyawS3XX2W5sfS6py8fUOxNjsmQ63YU4P1+S04/aRF+M6XTze6OCGx0y2wh7aVq7If/8/XjKk6ST47A21xJaPGgowaC0494Thcc+4Zmh4rXHuo3jKO9Kpe3PeDcwMGB26L83qFWu3JY17r9gGua7ca63jtKuuCzeHEL752ZsT7UiJa2yRaC/bNLt9djftvOI9ruJEif3i9EMcfF1m6avKVU9eHloEJo4tBRBrgjDYyvWufVWf9FiWU1EWV1l9vebMQS7dX4ObXDuPRXVXKduKlonMEZz+w22eWyeXLD2BLoTqLsAqCgKkZx5yGjlr195tePYTlu6tlvSenvk+dg0dI78bf1IzD5/GM3Qm7wylrH53DUzjr/lRUdY2G3dZqcyKtoifMNo6AHbE/CLKA+pce2I0+Cesb+v+t0SDcT+J3rx7CY6nyznWSRjwFbQ4nvvpIOt4rbofTr2O5smsEZ92fiq7hKQNKaG6WMdf9Y9zqOxra/zof7BzXs0OHnW6BbToU+J4/Y3fC7pR+n/C/nD+TXotfr8uPpGgkg3+nu1o/LacJA6apZd246dXDRhcjpq3WYY3acOfofVvLsDarEX0xvA6bUoHqumr9VJXu5z9by3DXphLP43veOYp/vHtMnUJJ4H8NFARt2wTR2N4Agv/uXslpiulU3aS9Sa/fxN3vHME/3zsGm8MJm8w+B3L5nzcKsXR7ZUT7CHQ9v+2tYjzwkTqD7IhIGQbaKOqZsI9AkczaPmwoaEVeQz9ez1Oe3kP8OJ5Nr4PDKSC71hV8EgQBPaNWJH2ozo13S1E7zl+a5rNem5ryGwfw9mF1goKxrLl/AucvTcN7Re2e57780B788IVcWfvZdrQTTgHYHCIQ6/1be2JP8MCQZcyK8x5Ow6u5c/OC1wZY+w1wjao/3Bw4VSUAFLcMorB5EOcvTUN2nTkCqhQ9RqdsGJ604b6tZbjvgzKf1zYdaoNTADJrmQolqsVIXUAvX35oD366WvrC7NN2346UzYXtc2a4k3a0ilkPT85os+MI/MfvGh3tzDiBROuZjJGm647nGbMNlnGcvzRN0hqn4ZS0Ds0Jpiv9ZN8tbseeMIPs9FTVNYrzl6Zhj3sJg2CU/PzSKrpx/tI0T4aPaBJqgNPRtmFM26MzgEjmklrWjQ+OdOD8h9PwrRUZRheHvOyv7sU77EMjMhQDbUQh6NE2Pto2hBwNAgcnLHJN7/+Ye5q/2m1WsbHV3O875T3WUmdG0kGix2dR7w5cpVf5Nn4bLOOy9vP03lrVytQ97JoFs6ssdOPX38GGfs/aetXdo0ivdP1NBY0DuHFdAf7sXnw5v7FftbJSfPC+/G0tibzzKt5wthj1c9aJYdIqulHf63tPV6t+YcbMkbG2npAZY0ZazmTMruvDjesKsD6/Rdb7yjtGkFHjWm/ZjJ+ZXmp7XPX6/dW9QbfZXtqJ1jApx0rbh/GrtfnYW+m7HzPOYg1n57GuOe3NMfd1QovBd1nuQarl0RhoC/Ha398txbIdkWfNIRLZnYKkjDRERPGEa7QRhaAk7ZXcd/ziJXVTL4nHn7OeiqpHiXy0qlbirUNYPEedAvB/75bi1qu+6Hnt/eJ29I/P4K5rzlblWFp/spsL27G5sB0tK5bghhdm11UTU/qNudPXKe1gXJvViE+eeFzIbabtDixawBz0sSYK+5VMQfytJW+vxI8v/qzBpQktnr7i29yDDszk3i1HcfvVZ+HC//q40UWJOXduOmJ0ESjGODSMsHYOTck6RkHjAIpbhrDxUCsAV70vnq7n/oI1Pb0/k3u3lOLERQtQkfKDoPuxeC0d4LOfKPxw/7r5qNFFiBnROEuPjPPC/np88fQTjC4GEVFUYaCN4sLIpA2Lj5snuwNdSXe+WVLEiO0osTxqp2ER83T7p5Myy99vJJtD/1Zs1/AUMmosONQ0m37x31td6ZfkBNoCfX+v5TbhsdRqlC+7PuJySpGYlOrzeNRqk/V+h1MImA7rybSaiMoVC+JxEXTLmDXmZtrqbWDC//ck7fPU81OPxs5DpfZXR5bm1H+gjBrXhe2lXTjaNoyc+74b8b4ovDi8lEcttb8rNXanZaBNrnu3lM55Ll5TR7rqKy7iJxDsswg383NekBNP7oDEiWl7VAY+nU4B/RPTEd3f7v+wHL+79PMqlkp74f7c8s4R/Hl9EV7/0zf1KRBFtef21xldBAohGq/NRPGAgTaKC5c8ko5LE0/Fe3deofmxzNKh698w0+xGHOV3+OKWQZx1+ok49YTQM53kKGx2dWLandovDiyebWJDUs7X0TNihWXMiovPPCXkdst3u9Zj0+HPCah1wHcdwHCNyOW7qyNa51Bt7BA1zs5jXdhc2IZ1N3/d53m7w4mc+j5ce96nDCpZbDHDOR7ts5nrg6xfqYU3DmpzfRxgekmiOcwYMzJjmUQ1PaNYOD/+VrcoaR3Cr9bm44cXfNr1RITfUUlb4DU0pX73DZYxJCQk4Psrs02ZYjacV3Ob8MQeDrAL5EAN1yQmIiLSCgNtFDcKTZrqUCueGW3uUIxWjWr/XP8m6G+V5cZ1BTj79BNw4J/XBHw9kg5kPddBEIsp55hXPZkBu1NAy4olPs9L2YUZO2n6x6ex+XAb0iJYrH1HaRfOOv0EfOMLp6pYMjKKOOLbf52NVRkNWHWgHm/deqkRxTI9p1PAqox6jEzJm02qt1dzmnD7t88CYM5rkhz+689oaXe58mtkKBPume6kPTMEt7WSkBD9v2ezc2jwATucAlYdqPesDa3UD5/PValE0aWmZxQAUBRkxrEgCHgrvwVXnXOatP11jwZ8/lDTACamHVhy8WdCvv+6lTmSjqOEWMf407cSccrxkQ10DHYtzGvges5ESt39zhF8+YyTjC5GTDjaNoSWMGtqElFsYaCNSGVm6fzQq5MiFvpCGvu0qfzo2VE0b578Y9oDDFEdn7ZjoXtnJjmVJf+m/v3+MWTWRrYouphu0z/4SNEtvbLX5/GqA/UAgMEJzsAJJLuuD8/vrze6GGE9vrvaE2iLdvGY1pVCe7+4HVl1ge9pamVPOP2kRarsR03zEhI0CQQZxYw/7Rsu/LTq+8ysseCFA+a/b5iVZ2Ck3/PeGUqSd1TipEXSum/mzws8K/BPb7rW+FxysXH13MxaC57fX4/m/glM25y4/oJP4ZdfP1PVYyyYZ8IfHpFB/rO1DOd/5iT86covht8YQGpZN1LRrXGp9Nc1PIVb3izCxj9fijNOXqzLMX/xUr5m+46hqhJRTIm/vAxkSv5rMkmhx43FjI1jqcSGmWeNtghDYg9tKw/4PZlpnYd4kl3Xh8SkVDT1jwOYbaBH+nUcbgo+89OI1Gydw1Nz1gEMZsoW3bMpRqZssIwFXrxeLVF8SYsIr1PyzDhC/+b87402h4BWg0drRvM3nFlrifi3qaQeReb2761lSC2LvY6ucGLtPlXTM4bEpFRk1PSG31gneQ39SExKhWVUvTqHHunSY1m4Nqd4jxsLszabyKzZN2fsTjS5BzhabQ6kVfbg/947hptfO6xof5sL2wM+z8EroSUmpaLNLzU/xa53i9uxbGeVZvu/cW0+vvn4fvzxjUKc+9AezY4TqY2HWlHbO4b3SzpU26fV5kD7oDG/pX6mbCcyJZNWwYhkiObetRAKmwfR1Deu+P2zqSPdjyP8nDYdagv4vNQgiB7kjvCO5jV93i1yfR95DQMAvAKqKkag91b2YHhyRvb71PxUr1yRgXcOBz73/M036ehVqeflJSnpuPTxAxqXJk6F+AryG5leSI78xv45Dcr1+S34ztNZcwLFevZzqXnt09vO0i5Dj2/OKyeFEst9yLH6t+1Q6XeuxudztG0YANAQQTtjrhj94nQ2zzNA0pfcW5xZ68T3f1iOx91rP3tTO9WjWn99ZdcIyjtGwm9oEnLawmWdwxqWhOJJcesQ+samkV3XZ6q+IT38bfNRXP1UJgd1EpEHA20UU+5++wgSk1KR9EEZSloDLwIdzK6yLuwqM7azy9t/v1yAa5/NVvx+p9+MtnigReBMrfRMajt58UIAwHF+Q1Yj/QS8z5fM2j5c/VSmZ5ac3M9C70+ue1jb2WCxIJ6uB1IkIAGtHNEry02vHsa9W0oDvjY6Z003/U64KI6z6bqeJ5HZmbXeFYvU/KxZv4iM/8fnP3hE7mCSeSb9QnLqI0vxHsjS7RWwapTVYsmqPPxkdZ4m+zYaqx4Ub8Rzvm9sGik7K2EPk8FDiowaCwDz1uXfL27H/irzzKgnigcMtFHUenRXFe7aVOLzXGq5K8XOlqJ2/GqtvHzI97xzFPe8c9TzeNqurMJullQV3vf6abuDlekY43+aiZW7SCt5/vsds86mqLn22ayI9q2WYL+wpn4uNByKzeGMOLVorFmX3Wh0EWIcTzgpBBjbSV3VPWrcwUkROaeLIAiYiaYR5uaoRqvOjFfDcYlpCKWI0a9NN8HuAYLfv1KZNdDWNzab6mxvZejOX6nXrg0FrdhY0OrzXLg//4X99YrTVRJRaE6nAJsKQSytrM9vwZsHW1QJ/Huu0Wa8ycOVhvy2DcVGF4MorjDQRlEru64Peyp6NNl3YfMgzn0oDf3j8tPmmaVZI97sKzpHce5Dadhfrc1IltNOXKTq/loHJjCgMN90AhJkVXLGreE7GCJpp+pZ4RKP5YwwkjIY4pwfmJh9zci0mw6ngGPtTHci1zkP7kFOnfojiaNBsA6nmp4xz/9PqNjhGO1qusfCb0SqMmmfKJnUyJQNDRZpaf8eS63Glx/ag4rOERxUOT2bFkya8S5iZuyEU/OjNstAw+jn+hzndN4GOH8aLGMYmTOT3GVBDPyQVmc04MsS13sKlI4ylOf216mertJogiDgaLv0jD4mvCRREDaHU5UUpg2WMfSquDZnMEt3VOCcB823Vpt//0Uk9+VRqw0Nltn20pTNgcqu6EkzS0TaYaCNot60Q/1UEYeaBlTfp148a3W5H4sV7sxaiybHO3nxAlX3952ns3Dlkxmq7jOYiRlt0oyItG3AeFbfAwDPTCUlx/Se1TMx4zD92nUv5zThZ2sOoqzDFWwbmbJh06HWMO8iCm14MnBnVbwZs9rw3P66gK81y541ytSRRFq4cV0BrlspLb24eH/88Yt5+H0UzOCI1dSRZrxEnfyxhartKza/Nf0k+NXrRWLKyEDnz3Urc3BjkAwu82Ig0PZ+SYes7TcWtOi+XqsgCNh4qBVjVuPrkDuOdaF3VPpg1Whe2zbePJ5ajZ+szkNThOtq/uD5XNzyZpFKpQpu0yHX+upmP8ciKd6v1xbgupU5nrXZ7tt6DEtW5XkGjDdYxrG3UptJAURkbur2kBMZ4OXsJqOLYCpihUGs2HgabjrVc4anbLjnnSNY/suLPOuIyWW1mTfVgBxaVi49AVW/71vq9+w94mrFnhqf1w42KA807zjWhXSdKpWdQ1O4+MxTcP+HZdhdbt6KLAd5G49fgXTBFjHfeKgVX/nMyWHebcwnPTljV5zu2SxiNbhAJFes3jPN2OF4wqL5qu0rVr833YRLHRnk/Kn3m9kqCAIe3l6Bik5lMyveLWqD3SR5xuXGCh/eXonPnXo8rjn3DOhVHylqGcLD2ypQ3DKIF377NV2OGYz8wVBkdjuPdaFzeAql7kwuw0FmsErlcAq6pgsXBJPdG1S8tNX2+mb/KGpxDW6fnHHgk4DkwVBEFHsYaKOoFyxlBgDc8mah7o0Fs1QmxJz2/jPc1Oa/33XZjSjrGMEFn/047rrmbI2Oqr/ETx6PloFJo4sxh3/ATeoabX8KMZqtc3gq7Pun3LMBZ+xOWO0OnLx4IRxOAX/bfDTMO9VjcwoYmphRlOI1nMSkVKT89AL88VuJqu+b9OffERVIrVcayef316G6exQv/+H/aVmsqPLwtgq8+5fLQ25z3cpstKxYolOJZn1l6V7dj6m2MaYupQiMWW04bsE8LFowN3BilnqpVFFWXMmcgqvO8okTjotoP2oG5dWM/UXbeWZefh+kzIwVriwPbWG3m5i2Y/68BNidAhbMS8Diha5rx38+KJdRVm0pSUcqtm++dfYn1S5OQOI6VBYZM8nMwoSxf/LzV3e7+qL/+jgAYL7M38TIpC3ggAqxznDuQ2kAgLJl12Pxgvk4boG6Cc+cgoB5MXtX9yXObHMKQsj+SSKKfQy0UdQLdevOrFW2HlEk1QGzVCWa/Ea1eY+EzKvvx6dOXoRzPnVSxMcx4whdqU44br7k9JEnLJJ/udTzkxHTPUo55qjV5rMYuRJicOv657LRMjCJ9++8AruOdUW0T7me31+Hv20+irNOP0GT/T+eWi070FbaPozPn3o8To2wI430d6BmNr3u8/vrDSyJed2yXl66GXa8SlPUPIjtpfpePyk2tA9OYtruwHUrc/DVz52CbXdfOWebUFkCzFiFi9W1vnaX92B3eQ+KHrwOp5+kbH3j9sFJ1PVyDc144J+oItRvtbJrBJ88YRE+/fHFkvd/QfJenHbiIvSPT+PMT3wMef+5VnlhNRLJlaBjKPygwWB6ZKxhtXC+KzBhd0ZfNhazLxVAs8QgznwZ0zwFQcAlj6TjV18/c85rFy1Lx3mfnu0HunhZOq4+5zRs/PNlkRfWuwyq7i1y/uWRUz5xxugXTwvc7+B0f0d3bjqCah1nDeqppHUIXzr9RHz8ePXSThPFIgbayHBGB2oaLGOeqd4A8HpeM7pGlFfOje4gCPZpej9/8+uuNTq0nHkQDZV385cwOM9KDp6ZbL6PQ7n2GfVSGYiz/H69rmDuixr/Fpr6XBXeAQ1mtCn18zUH8YVPHo/sf3/X6KIQKRLqVzspc13LfVW9kRUmTnSNaL8wPcWmq5/K9Py/mFoq2hndLtBa98iU4kCb9/dNscX/3jubsUIcSBf8d7FkVR7mJQBNT8hr1/W71xKKJCilKYOa1DXd0oPZC+a7CmlzRN91K8YvtTFFzFiTkACszqjHzZd/AaccH3pQp9g38OHRwGsd1vT4nue59f2RF9RPLJ1j330mC0Dw/rMZ9+zWWA2yAcCv1ubjwv86Gbv+erXRRSEyNXXnBhMpYPQN+Ecv5OH+D2fTZDy6qwqbC9s1P+6ju6rw5sFmzY8jBv60+pz9dytW2qwyO2SNoPW5p+X+/VOCSmmIi8SGdayYnNEm5dqMw4mbXzuM8RAp3dYfbMYjO6t8nms1YYpRIiKKT4tUTgVFkTG63ePNTGUhF7GOLmdGGzDbqR5LIsowE8Gb5az5unCeeWa0yf098/cfPcQZbQcb+vFMeh2Sd1QG3XZ4cgY/W3MQrQOuAalGfs9Sl7QwE6fCi2kU/qmKVHTGbiCRSC1seZHh9LwBf2VpGu7cWOLznDj6RC2CIKBNQkf763nNSPHroFfn+L6PxXaG0s/5iT3VSExKlXw8cW0471mCUvSOWj3rfinVNjipeiUnskClOoXJrLXgyw/uwZh1Nt+3/xodnga5jpU8sQJvNC1HkeY19COvPngK2mU7q/BGgIB5YlIqckO8j8wp1mdSSGH0rGwiUlfonzSveXozU8djNGSfiBfB7r3+AbdQLGNW2TPPY5XaNZlgg/rEVH72aJzRZnQBSDKH+0Ig9rNYbQ4kJqVi+e5q/PKlg7j22SxsKGhBYlIqtpZ04Fj7MFZnNhhYYhe7U0DHkD4DUNMqupGYlIpuGZmp/Nt9A+PTuCQlHWkVPeganpIVdHeY6N6uBbaRiaRjoI0MF+kIvBYZnf2TMw6kVfZEdsAwVmc24NtPZ6Kpb1zT4wTn+4HOph5RtreXs5vCHC3wjuV2JFy2/ABueu2QrPf4S95RiQaL9M9d684OtXb//L46zDicAf82TwpJv3/18J2ns3Q8mnGUXqPePNgCwDzrNhLpSemIUCKiWGamSyP7zcxhcGImaF3R086S8F1d+vgB/HzNQdXKZbRIBv60qJxd4pcv5QfsaHZPaIvK35L496RV9GAiRPYOKaw2B1LLutUoFgUgZgoS7x8L3CfeKzlNONI2jKa+CbyS4+qzEddRN0M9PGVHJa56MhODE9ov8/BukSsjVSSpG5v6JzA2bcfa7EZ8a0UG/u+9YyhpHUJL/2x/Y23PGAoaB+a812GCz5uIzIFrtJHhIh1NKXfmlNbEyk3/+AzOOt3gwsA7EKPNzT9Yw0JJEOtoW+Tri8iZoah1dUiP6pZ/6kgOT1Sf0sYzK9wUbQ429KOic0SVfW09EnhNCCKiUGL9zslR4eStqGUQv15XgO9/5VMBX5d7uljGYis9vBECfeQ1PWP47SuH8O4dV/g8759hJNrU947hzk0l+PHFn8Hqm76uaB8NlnFct9K1/vcZJ1+BbyaeqmYRCbNr+eY3utZRE2dSBiLGp80wyTLHnd1laHIGp54Qek05NY1abXh+Xz3+c8O5WLRgvuT3iR+rOHNwX1XvnADyTa8ewoAOgUOzCXcvauobR71lHD+44NP6FIjIxDijjQwXq+3NEPUfTYmBPpHWa7T5E//u678SBTfZaFmjLcCIzrmLpLsfm6mLKkZ+3OJn6nAKns87vbIHv3m5wLON0ynMGTlopvRQJE28f2W/f+0wnthTo8q+jrSaaxAMhZZT14crV2REtI/j5rNZEW20vObd9lYRVh2oD7lNfe8YvvZIOnpHrdoVxGTMNAhHgLnKE4+W764G4Aq4eRPrnuK3E491SrOFsA43DwZ9zVTtL4kEAZ51qNsHXTMAn9hTjXu3HJ2z7cvZjbj5tcOex1abA1euyEBufR9++8pse2jcqs262fHmzo0leG5f3ZznR6Zcn2/IQJv7XzNcM+a5Oyy87zPe7Wk1ee9xZXod3jjYjA9KOiW/B/DuN/NN1ektWoNsVpu8tMLvFbdjyarcgK+tzqjHreuLfJ679tls3OG3RA9RvGKLmAxnRANvYFz70X5mWebGM6NN5sc8ODHjqXSH4r/fMz9xPADgxMXmnzArpVEUydf4sePUvcR6l9a/XEas0SZXtI7idgqu69TZD+z2BCHu+6DMp8F91gO78Yu1+X7vU/b3Wm0O1PWOKS8wkQlscadwoejwyK4qdA5LX9cikGjsaIxlgiCgvEOdGapK7K+2YGWAjkJv6/NbMDRpQ3pVr+e5KK0qSGamuNaWwjac/cBu9IxEHuiM9pk9RgmWzcPzO2DCCl21D05ieNIWfkM37yUatpd2+qynrTclfQ/+6Tlfzm7C9tKuOds9sacGeQ39nsfN/RPoHJ7C46nVmLZ5BSN4GVBFWmUPXggwUEWMr4X6mOdkuzFQoEDb2Q/sxgMfVWh2zAQkwObOcOS/blqw/hORWF67mW7UKtlf3Rt+Iy/3bS1DZddsGk7vT+SZ9Dpk1FhUKhlR7GGgjQxnxGibrmHtR85OBxgBYyS5HWBXPHEAVz+VqVFpzCFUHcoyasX20tlRUHI+vU+fvBgAcPqJixWWzFeoyrTYQDLDqDV/xzpGfEaCmbCIkhxpHfJUTte7110LtJbBsXbfzhKlgwj+9f4xXP9cDkamjGusk8v6g814JafR6GIQaU7O+qYUHd7Kb8FPVufBagteH7U5nHgtt8kzq0Fr20s7sSLMrNlYD9iaofNT9H6JK8Vv+5C661mRfP7BnY4h18AHz8w2E503SmXVyuuYNWLQqty2r/i11FvGce+WUly0LF2DUpmPd7sz1EBQUtcCd6TNP4DkTfwOlLRD7/+wDJkqBlDEAVz+Zdlc2KbaMUSSLpFhTlAzzQZUW6TrMBKRdAy0keGMuI3p0Yg3Swol75F2ckgNFAZr+EVD/SRUJeqPbxbh3i2lGFUwMrFHoxRIoT5Tsy7RtjZrNkhhtrJJtT6/xZMKQTxnpIzcdrp/QnIXcxdnyslN8UCREwCf0cjLdlZh+e4arMlswO5yLvJOFEo03Pdj3eOpVZ5ZbLUSZkaPWu14LLUab+Y1a100AMC9W0qxLrsR0/bg97dYP49CdZCqYWhiBt+WGCwQOz9tMtY39ud0Cnh4WwUa+xis14J4uph1gkV6ZQ9el3j9aAuTKaU+CrM5RPPAgGgue7wSU0ZKCaI5PO1Q6fvfXNiOW/xSAqohUJ/LvqpeyQsVgPIAACAASURBVNcOWWT8vQMT0/jX+8cwOWPH0u0VaOp33cdiMaXyF087MaL3x8JgDyK9mD+3G8U8I67Z3sc8bsG8gPmXY024j/ny5Qdw8+Wfxz3XniNrv11+6Wa8K3MjUzacvHiB7ECDXkKde90jrhFY/utuydq/Sg2YQB+ffw5xsQJrtkpQ+9AknE4B8zRctHDBvATdUjzYnQISk1Ilbau0M82cv5b4UR9gZs/Te2sBAC0rluhdHCIiyV7NbcZbBa2oe+wGyLmb+NfltDbn9miyuouWtO7A+9qj+2S/Z14E9fQ6yxg2HmpV/H4Kzey/jL+4B6L9+aovht12S2HolNK3vlWE3PuuVaVcFN5/PijHWaedAMCVheR7z2Z5XpucsWP+vAQsWjDf5z2CIMxp13u3Pc3a5o8VC+a5BnKHGiw82/40z9XD7hQwOWP3lB8Abt9QDEDatUMKaRPafM/PJ/fUYNRqxykfW4gNBa3YUOC6l8VioE2qH7+Yi69//hMR7WNi2o7jFszDQpNMPCDSG898Mp4B97EPjnSgwRJ9o+aUENNkhuvD6Bm14pn00GtpyNE7asUlKel4KSs60655ZhNF0GDQs98o1IhXI4NvW0s68Nz+OsPLYQSllXQxhVckI8xJuX1V8nLYxwqLRjNxtVbaHnh9G6J45XQKyG/oN809V25mAHOUWjsm+VoAzM6OiKRMdoeJ/qAYZJbfsRqqukdDvu7fCR4N6/5F+9fT1D/h+f/Gvtn//8rSvfjZ6oNzthf/3mj4bmKReM12Bmgi+q/XbqZzUxBc59RPV+dpfiwlZ6b/tSmSgdbRrqJz1BNwBJTdgy5I3ovb3ipWs1hEUYWBNopLGwpacd3KHADazR4xy4AuseIgdwHUSIkzwtIre3Q9rlrENU2aIkiFo0cVbXbMWvCjGV3RTnWn3Iu3KqvS/O4fWzg//EakCUEQwqY2ilWXLj+gyn707hQs7xzR9XhEZmd3CrjptcPYUhR69oheRiWsN9o2ODm7ZkuMVxbMuPaL9zpg67IbMTw5Y3CJSBTt/b0T03asyWyAXcLgMaPbzm8flj8z04Q/Z9XU9MwdlCwAGJ6c8Vm/OIY/AtNZMD/8Gm1ikGg224325QrPVYhA55TatrrXHpVi1Ooa3JrfOODzvF6ZcqKB0uVJsuv6VC8LUbRg6kgynNH5wY2u1JvNmswGLJyv/EOZXURWfCL4vqw2B257qxgP//grio+ntrz6fmwuml2gd8xdAVPSeaxFh/MrOY3IruvDOWec5D6G6/lQ9UGnIGCegSMPm9wjJM1R0deP0r93sTvQFm+flxlk1FjYYxChI23D+MYXIks5Igt/KKbBb4JCaRuYHcQgCMBLWQ14+7CrvvVqrmudlqu+dJrh7QKtmTElVXP/BNZlN+Hmyz6PFXtqcKx9GGtv/oak95oxcEjGe3pvDdZkNuKSz52CY+3DaJcwiKl1wNiBTg9+VGHo8b29ebAZQxMz+L/rzzW6KD6cgoAHt1Ugtcw9iNLv5//HNwpR+MD3cMbJiw0oXexb4JnRNve6K/Y7iEG4eLsyi3//rrJu/P6yz0e0L97XZg1P2XDnphI89auLjS4KUdTgjDYynNH3MaY+8A0IPb23Fst316iwT9e/oT7dktYh5DX0Y+l28zRs/vDGYU/jwZuSEVjqn9oClu+uwcGGAU/8UqwI9o1NB32XCft0VGXWUWdKOwvtgfKBkC7+srHEMwOTlJEyap2IzCsxKRVPpkVeDxQ9tqsa03YHkj4sm30utQpPpdXO2XZddqPh7QKt+VdZPjragcSkVENnka3LbkROXR/SKlxZKIYnpaf7ZDuKAlmT6ZrxdMyd3lnOOWVmqw7U+zzWamBAys4qrMpoMF1a78kZh8+gidreMUzOOHy2eeNgi86lih/z3WucBZrRJj4zO6NNr1IZZ2TKhpEAs+bFQTz+/Md/n7TINe/kq587BQBw8mLXYzMOiDHKzmNdKGwexJrMBqOLQhQ1GGgjwxl9G9NuRpvvjsesNmTWWLQ6WETUrEt4RlG5/52XAOyv6kXX8NScbcXF180UKBFHiqlBrc6iQCUSOzakHMMso8PNUg69KP3+e0enI3o/kZEyai0Ytdpwx7fPMroopDOHU8Du8m6uLxmVfG84a1VcXzetsgfnPpTmk5opWCfY3JLEHv+R8uvdndItA5Oo7BpBg0V5ynKlbHbfGRByRvPHW92OlGkfkj9bzYxZZ17K8u1s1rqufunyA4au01fWMYwWr3XcfrHmYNiU3bG0rqDZiP0UgQJB4sfu3xdjBoeaBjXZ7yUp6bgkJR0AkFvfH3Z7/0vKKScsBACc5A6wJSQE/3yjnd3hxJ7ybtnnhbh9DH4kRJphoI0MZ2QlYNmOyjmjsNTj+rs2F7Yhs8aCi5al45b1RQEDTkZTc3r8wvnzfPaZkJCA2zYU494tR+dsKy7oa6ZA2zxVW3Xq/l3eX5MYD5RSETRLPdss5dBLpKc1O68oGr2c3YS73z7iWUeC4sv/vn0EqzM46pWUiYe7Xqg695JVebhuZbaOpXFJ8KtTyqkKx1vdjpSp7Bo1uggBmSkYEYyRzeSfrj6Ia57J8jxu8gq6BWP+TzR6zZ8ffqCtGcc6Pb137gx2vZV1DGNjge86jJ7gpN+PzERdU6pZua8Od719JODaacOTM3hiT3XIrCTRcK0kMguu0UaGM/KSvT6/RbN9CwIwNePA/R+W+zw/bTdf7UfNQJsnd7jfLotahuZs647JmSrV2HwTzmgLxD91ZCiPp1bjkZ9dgISEBBxqGgi7PaljzGrDqzlNit8fi5V8Mp+7NpVgjztdmFqqukZxyZmnqLrPYGwO/lDMpmfEXKmuSDozdKSYoQxaMuO9Xaz5egJtMtJBci2b2LB0ewUWLYhsDLbN4cQ5D+5RqUT6BHEFQXlg+aFt5Wjp135dOdc1kYOXaO612tvsAE1xBhKvzd6/mp+uPhh0O/Gj8qxzZ8YbdYSKW119cTU9Y7jm3DN8XntkVxU+PNIZsO0mfhIfHu3UuoiGsNocuOGFXCz/xUW44uxPGl0cihGc0UaGi9U6wI3rCvBu0dzUOCrGcVSj5pJQnoqKhG3nmWh6/g0v5CIxKVXlGW3ak/LJbTzUii/evxsjkzbc887cmYV6sYwGX0cuFnUMTeHx3dXIrZ87ckwKNpBIK4lJqZ7/1A6yAcDAxIxuKZ/McP8gX/PYuog6wUZ1KzFjd6K+V/66tgDQPjgZ87Mhlu2oRGJS6pznf74meCeg1sR0WUrqHayrxIYNBa14Nbc5on0MjKu7zuCMDgMxIzl7Nx1qQ17D3HR1ncNTPmsuCoKAyq7Q6RZDkZp2zyzrJcb6YAkjefpOAnzG4tIDjRbXrMN4WvK7pifwjNkPj3SEfJ//wGXxU43ltsWKPXPX4J1xTwQIlPo9ZWeVasdNTEo13WfbYBlHc/8EHt2lzt9JBDDQRiYQy+nRlgW4MZmlEuxNi0ayp8IiYd9mSB1Z3a1+ShMt/yqxU6SwWXrO847hSfSPGxfs+vbTmYYd20hKZ7Gq2VBlo5f0ptedrrRjWKcjkVQJUTZghWYF6ryTK3lHBb7/XI6i99b0jMXsADzR4ISrA94M92X/X6qS1JEmqMKTCQiCoHqbXo87iRZt4CtXZODKFRmex+8Vt2PJqjxk1ipbq/3m1w+jbUD7mXNqMcGlLWZ5AkMhLryFLa6+gXgaBPHD53MDPn+kTVobwTMX0G+du1i141gXBrz6hJTW20ettjnPzQTp93gjzzWQwx5PEWCKWwy0kfFi+z42hxlv3GpWxDwLqTuDL5zaM2LF/R+We1J+DU2oOwIyEuPTdtX2pdbHKlZ+blxX4PWc/P1YbazYGEHp587OK/OZtmu1pmcM0inYklrWrctxSDozztwnadTo/5AzAMhf31j8zHwX68BjAeqdGw+1Iq2iG5sL52bG0IKcdOT+QnX4UvyYnHHgPx+Uh99QBj0CBXIPIXXzCa814Gt6XDN8Gy3j8g7mZWAieq6NvCIot720E+8Xtwd9XZzRJmWQ8uEI7sXxxj9lpNlmXantb5uP4u53jngei9V2udfDi5elz3nu/ZLZ89dqcyDpgzJDB3qLBEHAIzur0OB3HRb/Zo4RJDUx0EaGi+3b2FzvF7ebrlGqRXEcnkDb3J0/tK0cmwvbkN/oSrdx4uLYXC5SEAQ4nAImZ8IH7361Nh8pOysx4dfhMj5tn/OcUvE0ss1MlFYuVQ2A86tXxe7y6A/q6DWLgkHJ+LXpUBuufiojroIm0W5LUTsSk1Lx181Hwm8cBmc0SiOmaGrqm5jz2sPbKnDnpiNz1nnWin8q94QEVwdZoDRS/kzWpCGDvHO4DTl1ylKlG0luXTvYbI1AbA4nPijpwJsHWwAAo1bl7blfvJRvilmwUkRJMU3p3i2l+PfWsqCvi3fX0vb4zeawJrMBiUmp2FfVq9o+xfuYGQfEq23hfNdZdKhpEFMzDlhtDk+QScms5MuW70f3yJTnsd1r7ezUsm5sKWrH8t3VkRVaBW2Dk3jjYDP+/FZRwNcTEtQdcE/xjYE2Mlwc3M98vJTViLMe2G10MXxoEfgTGy7eDRjLqBUNljHPKCwxjab3DTmWCADueecIvrJ0b9jGUUnrEN482IILkvf65PW/MHmvZySkz74VfGQ2hSkM1SCnYUouqq6dqN6u4losZLvQ6577cnaTPgciU2ofnEJxC0dTR5v91cpSm5F8UoJYehE72bzr5+c9nIafvJgX9r0cxEUAkFWnzrXDe3BhtAdxf/lSPv75/jHP48UL56GkdQhTM8oGIm081KpW0TRV0TWCkam5KeUocpylBjy9txYAcPuGYtX2KWfJk2hn8+p3+9qj6fjxi3mewTZK/vze0WnsKO3yPPYeayXurrhlCDZ3I9roj9j/+MNTrn63is5RXJi8F6Xtw+gankJz/9xBUERSMdBGhovlNdrMbtruwK3ri1AdZAFZJQRPgM312DuIdtkTB3Ddypw5DadYnZ4vCMCeih4AvpWacIYmwzdOlARHb3rtsOz3qOWRXZWGHTtaOQUBL2U1+IwSUyoeGg56iIUOxej/CyhazGMOybjkn5aHAjPTACTxlyre48SOskADvfzFwn2RInewYUCV/VyQvNfz/3r0EWh5/pZ3jvg8bh+cxK/W5uN/3y5RtD81Z/BoqbB5EP/zRqHRxYhJncORtwnjzbtF4VMwe2a0xWiflLcFXnVzq82JBsu44tSRonBvaxucNF2ATfSH132vVeWdI/jWigx895ks7QtFMYuBNjKc0RfdeFbeMYKMGguSVM6pDwROHSn+r9jpLzagpOQZj0beDcSxAIvFBrOvqifsNtH2kW06pM86I7GkpmcMT6XV4vHUyNMtRNnpYlrtg9GzGH0wDLqSXuYzhSBRUDMyZ7Qt26H9gKVAGSYe2laOxKRUrEyvRWJSKio6R3DvlqMYtdpw21tFaB9kxy9pQ4/qitie0iPddfeIFQDQNWxV9P5oSsd8LI5TG5J8WrZN/vNBOay20L9v/4HisSxU1TxLYfpf768vXM3f6GZouKbJw9sq9CkIxTQG2shwcXA/My1xtLldxfQ14vcpBtgCjQwS1++YHT1knlG9qvL60+WMkFq+uybsNhxBHPum3I2C1gHlwR2xc4ynizpWZTSYahaCEr9am290EShOzGMrgyioaZn3kvX5LaqXwX+gm/jYu84qDpRaldEAAPj5moPYXtqFV7KbsL/aghV7jF97hWKTHnVXsYP9jzrOwFIa1KvpGUNXFM1okjPI1DJqjYvZRDRX1/AULklJx34NZ2yGC67EU7+KuHSLz2fi/v+dx7rmvkGCYLOPAwVQz1+ahvyGfkXHiUTvqGuAw9DEDL77TBYSk1JRo2JWLyJvbAITxTExH7MWM8pmZ7QFOq7rXzH9YazOaKv3Sp/U2DeBgkbpaVUq/NKN+GNjJPY53AHwhAQgu65PVoPV26qMBqboVdHf3z1qdBEicqwj9LWFSC3zOKMt7oxISH1NLltLOiRtt7eyJ+xo/EiJNQRx3bjJEGtInXHSIgDA9mOdAIBRqz3otkRmJzanDjVpv/ZVVq1rtsgJixYo3se3VmQobg/o7aJl6ZK2G5qYwaXLDzBoH6dKWocwarVrugZhuNmgsTrmOyB31dx3Fpp69fV0r4BpsPTTUus/aukYmsRvXjkEwFVnEddfey23WddyUPxgoI0MxzRWxlntHp2qxSgecZ/2ADUXsfNtdab7+DEaNEreUekZLfTHNwvxu1cPYXzajkd2VmFwYgYr02uDVvx+HGYB+ngaeRWvxAB0WccI/vhGYUQzkR74kGkQ1LK7PHxqVyJy3esPNQ3gwyP6NqhJHZsL22AZk5fi7I5NxRqVJvZMzTjweGpV2O3u2FiC8x5O06FEs+vGhapjilX2E45THiwgkkKXPgIDmlOBUrR6m5gOHbyemA4cCB+Zio4AHAB8UNKB4hZXcHPYXe5oWYOO1PXXzeEHMJa0DuH94nbFx/jes9kBnxdTH8dTv4oWyyc/lVbr+f/c+tnZaq/nBQ5k1faO4S33LP3DTQPYdrRT/UJ5uerJzIDPZ4dJldkWQVYhim+sIZPh4ui+Zjr7q10V2v/P3nkHRlVmbfyZPmmTPgnpvXfSEwKhQ+hNkCIggoLYZQGRGBHN5+66n7p+uqur7lrWta2uYnftDcGOoliiYgEVpSgt5ftj5k4md9q9d26bmfP7J5k777z3zNz2vu855zmiZkfZu2K6dBchxH7A/+olcjbQ0cD2kzCLFzc+/ylufeULfPTdIbz2+U/Y3nMA96xs4t1vkPomCSfYg/7PfviV1+edFygeoIVugiBkZomTFNesmjQFLSGEsOHB91GWasGja0dw/synTpn8hHde2vMD7+e61JzkICXPjE3yrJEeo9UJwh9O9PbDqNfK4gN7cc8PjgVfufjKR73fa5/d4/V9TyoVMeEGwTbJzYX3vQsAqEqPwboJhQpbQ6gBbyIITLDp3Np0QX37kmoOpfVIZ+lI5nt/+J28Eoq7vj2Ezv/swmnNWY5MsxnVqZLs680ez9nKvjId237/HHq6O8Q2iQgBKKONUJR/v70XI652H2FAyIeY0o2f21Ox9+yzTb691WgLRR5+x6Z9zdTf0gssYhOsWYDEICdZEa99/QM48OsJzp+nU4RgQxnkBBEYNF/1rNImAAC++dl7PaB197+LrPXbHK9/PML9GRXqqMnJxjjPGJu8ZdwwY4u9Ps4NghDKnv22OaQcQ5a1/3wbO778WfodOREXYcT3B4+h50f394CjPgJQPf0un+xTp+N7z77DHuet73z9C57cRUoRhG8HNIAh4w0xCaWMNnfLcJ//EJxBUnv2Hcbcm15T2gwiBFE0o62rq2sEgIsANAGwANgL4GEAWzs7OwUJZUvRJyEdF9z7rtImEJDGafOzvU7H94f4yQ4FG+yfllmYMBtsDrZILzr93mq6ffGTehZoCGk44Sb6rmbL07j/zCac6OtHc26C189THT9l6O3rx4Nvf4PZNWnQSaHP4Qdbt1H9C0IZjp3sg9mgU9qMgOHbg+oYO/mSOLt3hy1bekfPATzy7rdymERIACOfxfCxlwV7JmAj3EjXMyENZ965Ey+tG63a+sJ9/QN+ya8d7+1H29XPwaDTYNflE13797Ho/93BY0iJCRuybff3h/Doe98JN0oivvjxV4z704sYVZiI25fVu23DOPjVebQJufhcweCTPSGeje8r408q7n1zqBzoU7u+R1VGDKxRZr/7fm73fiy7/U2/+9n17UGUpkT73Q8RWiiW0dbV1XUWgOcBTANwEsAuACkALgDwbldXV6Ya+iTE54Gde/H4+9/hhuc+Dak0bTXja0AvNqTBPpi27y2CasHNr3t8b/sXFDcQ7JzwIOE056bXcOrNb/j8fChF56mJ21/twbr730Pb1c/h7a/kjZL2xS0etPIJQmo2P/wBejnI0hHqgqviwZybXsPfX/tSYmsIqWGCv7wF6jBjC3fBQAQhBl8fOIo7X/8S+w55l/VSiqarnkX2hscEf/7HI8dxoq/fY+kEXwGws298FZsf/gD7nYJZP/xWXuk3rrT/4XkAwPMf22ohPbXre5fF9W9/oexYgpAL5vmuhmWCdQ+85/j/RG8/Vt6xk9MaBxfEcLIBQMd1L+PYyeAtc0NIgyKOtq6urmoA19v3vxZAWmdn53AAaQCetf/9l9J9EuIy76bXkLV+Gy68712cdddb+P2TH/v+ECELx07SZFlueu3F6w4f65VMBoEIbG556XOv73+y7zAKNz2ObzxMUMnRJh3eJBh/OGJbGPrml6OY+X+vymUSQaiae3fsxe32OjjfHzyGx953jbxvuPIZXOejNg0hL4zM9Y9HjmP1XTtx+NhJhS0ipOTI8V6fbRjFisPHfLclCKFseugDpU3wyH4fdX18YdQPLsH19Q/gby9/gbk3vYq+/gEcOnaSU4DDP177EjNueAX7Dx9Db1+/z7puauDoiT6svGPnkMV1ANDa0wO//Ok3nHfP28havw2//HbCp4QmQRD8USp7zReFlz4OAPjqp99wsq8fdVufwX9UopQw9fqXSSmI4IVSGW2XAtABuLuzs/PPnZ2dAwBgl3acD+AwgIauri4+lQel6JPwk99O9OKDbw7iw28PYbuXQpQEEWq82WPLdHntc8/ykERow67Rxub6/36K4739mHvjq9jnRqKVBoTSwTgM3MH2wR06dhL/3b0PX3OoPSAlj76njskKEbq8uOdHfPPLUYz/0wtYfddbOHayDzu//Bm9ff3Ys+8w9h06jmue/kRpMwkWlz70AaZd/zIee/97jLvmRdzw3KeqzZ4g5MObvCRBEJ5xzu7+7UQvtjz6Id7s+RkX3PsOKi57Cvfv3Mupn28PHkP91meRd8nj+PInZceYXCje/ITb7Z86yfY9ZK9lfuvLX6B48xO4+42vZLGNUBdHT/Qha/02ZK3fhjdpDTEkYObPJ/r6cfhYL344fByXqiTgYs/+Izj3nrcBAB98cxC/cghKIkIb2R1tXV1dkQAm2V/eyH6/s7PzRwD321+eolSfhDisuestTLn+ZUy+7iWlTSEIVRJlVrRUJhHAMPVwvj14DA1XPot7tn81pK7fe3sPKmVa0HPVY7tx7w6b9M3F9707ZFGEne1WcdlTWH77Doy4+jlZbWRDDgxCaV785Ae0dP8Xh+yZMBsefB+zb3wVXY98iD88NahykLV+G6Zc/5KLnNSzH+3Dqjt2yGqzHPT3DyBr/TZs/Pf7AIDjveqK4r/j9S8dNeO+P3QMv3/yY0y+7iXKxicIghCAcxzcH58aHJs9/A4FRDFc999PAYBqf4YY4655AUtu3Y6m7mcd2+be9JqCFhFKwKheHDwqTEXBm/KMUB597zvc/cZXmHL9yyjtfFJ1Y3VCXSixwlsNwAzgBABPAqwvAFgGoEnBPgkReOUzytYhCG+Q9A4hFusffB8GnQY7LhmHjf9+H9vcSLMR4nCirx/r7n8P6+63yd/ct3Mv5gxPwz3bv8LNL3mug5a1fhv+sbwebQWJcpnqQMki4wThjn+//Q0AmyOHzQffHEJz93+REReOK2eW4++v9Tjqu/56vBcRpuAIUnnn618w44ZXAAB3v/EVRe8TBEGEEN4UEgib8kvW+m3YMKkIOq0GK0bkKG0SISF79h/BHqcMRyI0cZYOvuWlz4dc91c/sRt12XFoL7R6/Pw/JKoZzATEAUBZ55PYs3WyJPshAh+NFN5eb3R1dZ0O4BYAezo7Ows8tGkF8BKAfgDmzs5Or65sKfqsra0d2LEj+KJmpeCht7/B9p4DCDPoEGbQwWoxIdliRpTZgAU3v660eQRBEASham5bVodIkx4GnTRCAz8dOY7T/05jGiK4uGdlI8wGndJmCIZxsBEEQRAEwY9plSlozU9AZlw4NBoNevv70dc/gN7+AfT12f7uP3wM3x88huyECFgtZljMemg0GqVNd6GvfwCzb6S6zgQhhLTYMFw0vhDn/esdWfd7w6k1GBZjdiobYftnYID5z/6/vcGQbcwrpz8Djv8HnP5nPuP4hNNnnNoNDG3L7pN5d//h49iz7whO2iWM86yRFMDAA41Gs3NgYKDWVzslwkHj7H+9ie0y72kBWAD4SosSpc+urq6VAFYCwG+/qV/nWi18vO8wntr1PY6e6MPRk32gskAEQRAEwZ1lt72ptAkEEXDM/ysFcxEEQRBEKPKfd7/Ff0hakiBCnr0/H5XdyQYAa+5+S/Z9ioHFrEeY0RaoeJjqzUmCEo42s/3vCS9tjjn9HyZXn52dnX8F8FcAeOSRR8hdxJHfTSzC7yYWAbB5z/cdOo4fDh/H4WMnceotnpQ8CYIgCIJgSI0JwxUzyiTp+/ZXe/DCJz9I0jdBKEWYQYf/W1ijtBmCONnXj5V37FTaDIIgCIIIKP50SiXO/9e7Q7bdtaIBOq0Geq0GWvtfnVaDuAgj4iNM+PaXo/jxyHFVl2xYdcdOnLBnmYQyZoMWx07S70DwIy7CiAO/enMHiMv8unRMKEsGAGgAR6Ysky+r0QAa+yvb/8wbzB8NNBqwPjN0m4b1Ied+nPencdOn45MsO2LCDUi2mFWZ2RtMKOFoYxxeRi9tzE7/H/XYSto+CQFoNBokR5uRHG37uSOMOvx6ggpFEgRByMFDa1pw6UMf4PoF1UiymFG8+QmlTQp68q2R2LP/CLITIvDFj97roN15egPKU6MRbtJBr9XINshtL7Iia/02WfZFEGKzq2sC/vT0J7jl5S/w6NpWlKVGA7AFdwXyRLGnuwMn+/qRf8njjm0j8hPw0p4fFbSKIAiCINTDH+ZWYmrlMBzv7UeUySb9eLJvAG9/9QuumlXOaSyQlRCBrIQImSwWxuKmTPztZc91nkOF3VsmYWBgdgV09gAAIABJREFUACvv2OmozUsQe7ZOggY2AcT+gQGY9K7S8YxkYm//wJCxtRR0z66QtH8isFHC0faz/W+8lzaMFGQ/gEMK9UmIwJPnt6H1f55T2gyCIIiQoCo9Bo+sbVXajJCgNMWCkQWJOGdMvqNO1Ltf/4KPvjuE9Q8OFkvWazVozInH6vZcNOcmKGUuHlzdjFn/R/UfCGW5bVkddn1zEF/+9Bvu27nXYzuDToO/L6/Hp/uPIMKkx6YpJdg0pWRIm0B2sjEYdFr0dHdg1R07UJRswfnjClTlFE+NCcM3vwzGJyZGmfDD4eO44dSagJXMIQiCUAPRYQYcPHpSaTNUy6aO4iG1g5wX1ufVpmNebTqA4BgLALZaSYQNjUaDH48cV9oMQmFmVKXgoXe+RefUEk51zJl7gUEn7T1hVk2qpP0TgY8SjraP7X8zurq6DJ2dne5GF7n2v597eF+OPgkRSIsNx1uXjkPNlqeVNoUgVEdCpBE/HpEvxZ0IbO47swlzb3rN8bo2MxZf/PgrfrLLJPx7dbNSpoUc6XFh+M/ZrdBphw7kK9NjUJke43C09XR3KGGeW5IsZt+NCEJCOsqHYVRBItoLrXhu937ct3Mv/rp4ODQaDSrTo1G/9VlH2z1bJwOAos5pOfnL4sG62mvac3HDc58paM0g1y2owk0vfA6jTosbFtY4nIApMXQ/IQiC8IdLp5QgKz4c3/xyFMOiwzDvL7Yx/qyaVDz41jcKW6csu7omIMKkxFKlcljMBqVNUBXz69Lx9le/KG0GoQBLm7Nw7ph8hBl1mF6VivYiq9ImAQDqsmLxZs/PmDs8XWlTCJXj2y0sPm8DOA6bzGOjhzYj7X9f8/C+HH0SIhEXYcTLv2tX2gzCA1umlyptQsgxqjARBUmReOaCkUiJpsUqghvOTp1nLmjD3Wc04uXfjXZsq86IVcKskOT5i9pdnGzOlKZYsGFSkYwW+SY+wpu6NkFIzw0LaxzRpu1FVry2YTTGlyZjXEkSrFFmbN84BgCwelSut26CnosnFOHa+VVKmwEA0Gm1uHlJLW6w18LLsUtvWS1mtBUkKmkaQRBBTEy4ep0OpzZk+PX5O06vR3SYATUZMajNisP0qlSH5Jk1yoTTmrI492XUafHshSOx/ZIxftmkJu5Z2RhyTjYAiI+kcboz82rT8fqGMdi9ZSJmVKUobU5IkRkfLst+rltQjVfWj8ZdKxoc29oKEnHZtFLERhhhNugEO9n+sbxeLDOxqaMYu7dMdGTYFiRR9inhHdkdbZ2dnUcAMEVjzmS/39XVlQBgjv3lvUr1SYhLWqw8N2uCP+HG0BvIKs1tS+vw5HltiAk34tUNY7Bn6yTJ9xkkqhohjU6jwUNrWjBneBpyEiJh1GsRZtTh78vrsbQ5y+1nCpOi5DUyRPDmZAOAR9e2YtVIdTkLGHlLglALw6LDhry2Wszo6e7AuonqclIrAReJHDnQs+51V8+pwOTyZCRFmfCP5fX46PKJGFuchDNVdr8jCCJwuX1ZHa5Wcf0bf6dULbkJeGfzOOQkDi7W1mTGYkZVCu5c0YBcjhKCY4ut+GTrJOQmRsIape7AzfPG5uOaeZXo6e7A9Quq3bbZdk4rOsqHoTYzNAMHTXp1PPfVgkajQXK0GWaDDtfMU0fwUagg1xg03xqJ1JgwtOQl4I7TbY6xBJECQ9sKEhElksN+xYgcmA06TChNRk93B+IjTaL0SwQvSt3NL4etVtqpXV1dZ3d1dWkAoKurKw7APQCiALwJYEiRgq6urpe7urp6urq6zhOrT0J+1CSlRQAmAw3q5Eaj0QzRk5djMGMPlCQCGJ1Wg6r0GPxhbiW0ToufI+2RX+7QS6xRTrhHrfUiHjiL5EUJIhBgO7iUgh1UUJsVh/9bOBx6+7glzKjDLafV4qLxBUqYRxBEEFKQFKXq8euixkzObUe6yfzVajUu40SDTov/nV+NAh4BcoEU4HDumHzMqkkDAEwoTcac4WmO97ad04qe7g6UpkTjhoU1judLqGEkR5tHtCoZE4UKcqxNdU0rRVHy4P2uNS8BmzqK0elhTUMIj583wu8+plQME8ESItRQ5G7e2dn5FoBzAQwAuB7A3q6urp0A9gIYA+BbAKd0dnayl4bTAGQCiBGxT0Imtl8yBs9eaFPwfOK8EThjRLbCFhHA0MWc38+RPnownwr9EoQgfGVRuWNaJUltEIMMD9EoYYIINNSa0eaxnU6Ll9aRTHywM6s6VWkTiBDhxU9+VNoEjxQPs3BuKyTuaoBDdOR9ZzahNiuOf+cK4exYNOq1OH+cLTjDGmVCaUq0UmapijBSnkCyRPWknz6/DS9cPEqSvoORT/YdlnwfpzVnDbkvaDQarBiRg+gw8WSDU1jKGUL4w9xKESwhQg3FZnGdnZ1/BjAKwCMATADKAHwH4H8BVHR2dn6hhj4J8bBGmZFrl0goSrZgYQP3aDBCOrROD7jhmbFoyYsXtX8DKyJxz/4jbmwQdZdBRbiRBt2EDSEZDivbciSwhCAIgpASNWdzeCI9LpyeORKxq2uC0iYgJtyAK2aWwWzQ4qpZ5UqbQ0iAWpLx4yONKEsNDudLnAAZNF9lHUbkJ6AuAJxsyRazxyBBnf1kS5LIsRKIsANsnLN9QoGdm8bivxeN9Pi+Pw6YmHBjyGZKCqGvX5rclH+tbJSkX09otRpsO6fVrz6o9AIhBEWLM3V2dr4I4EUe7bPE7pNQjqyECPR0dyBrPal5KslvJ/rw/mXjcehYL1JjwnD1nEq0dP9XtP7DjXocPHoSy1uycesrXyDSpMeR471D2ui0GvT3BWeyaaRJjw+6Jvg8z/++vB6n3brd8fqfZzTi4Xe+QVNuPM69550hbefVpuHeHXslsZdQH8w1I0Q2Q60ShoEMO3iAIAhCbPRadSwI8c2s2zi5GH998XOJrAldIkSqMyIUZ9n/3Vsm4fCxk9jw4PsKWkRIgUmvxbGT/UqbAZNeh5zECKXNEAWjgMV9XwoWd5zeINQcWWnMicOsmjS8+tlPLu9Zo0xYUJ+OU+sp8JohLTYMK1qzccvLttwAbQjN4TLiwn3WvXq3czwGBgaQveEx3v0bdBoMDAj/PbUaoH/AFvTaK5ETSikasuPwxhcHBH/+jY1jMPvGV7H356Nu359dk4YH3rKtWzXkiBvQzwXKmCWUQB2zOIIgFKM5Lx5RZgNSY2yp1akxYfjo8omi9c9MFspSbTIbQiL7goGbl9TiqlnleOCsJrfvt+UnDHndlBuP7tkViDK7Lq6sac+TxEapIRlDYTDTArXU7Al11CLpRtjYMKlIaRMIDjDS4QQ3dn17UGkTcNH4AmTGh/P+XARl4gcNMeHuMwiollBw4q+TrSrdpbqHYCIVdi6LhdjZyQ+vaRG1Py405/JfHL9mXiUun1GGtoJErHczTtNqNbhqVgXK02gRnEGj0WDTlBLH669//o3zZyeUJklhkmxwzaASGkAaE26ESS98bMJkwwWi2oAvYsNta3NCMijvPqMBSRYzljTZHOYdTvXMmHWL3v5+PLq21eMamNpY5aTM8JfFwxW0hAhkgmMEQxCEID66fCLC3CyIuNsmFMY3wERlDWAAb186Dsd7+9F41bMAgJP2bLYosx6Hj/W67SdQYXT2x5V4HwB7Gjiyt186pURQhJtRp8WJPmWjVEMoME9UNKxriFAWDqUzCBnJjA+OqPdgZkR+gkM6nOCGRcQaFUI5e3S+oM8Z9FrgRJ/I1oQuY4uVW0B96rw2HO91HTsKydIh1E9WfDh6fuK+uM/GbBDvvDguY2Zd59QSbP/iAB7/4HvR+qzPisP2ngOiBmdlxoejUkRnJleGCahzNKsmTQJLQotfj3NfE2HOszCDDkdP+vf8VSJrKy3W/1panmCckAa98Hk0I3Vq0GpxDMpn/YpJbIRtvCnkmDfn2gLFV7blYmVbLnZ+eQDb3vsOAHD1nApccO+76O0bGCIFvH3jGEEqPXLRXmTFmSNzcay3T9C9jyAAymgjiJAlMz5c1AmRJxhHUVpsGEpTLOieVYHYCCOSo1012cmRYMO5Tt5Tu/YNeW9hQ4ZPSRF3RLrJjJMbOrrCYK4hoVF0o4usYpoT8gyAPG1qgh4b6ifRhxwQ4UoZSd0Qdi7pKFZs3zHhRqTHuWY1ajQajC22YuNkyigOJsJ81AbzxeufC5cfYyNkriOEebVpWNaSjRsXiZu50Gyfy4npaLtiRploffGBb71wpewMNvj4PZjgByFZ6GzkuPbS42wOjDXtuQCAKLN0wUV/WVwLwD9JbiY7S2efi6vYT+SWfOtgsFtWfDj+66QyER1my2jrFTkg22I/pmynmtViRoLM84LOqSVutz99fpvLtvLUaMRGGMnJRvgFOdoIIkTpmlYqS/0m5tlq0uuw7ZwRaMkblEh8df1onDtmMGJa7Ac8X6SIGhayJH/zktrBzzulz/R0d8Bs0AlyuEgZKcaF6xdUU70wgTDXkE7g73fr0joRrSECPaPtpkU1SpsgKnRXUTfLWrJwwfgCpc0IOORaZJaCQL9HqoWe7g70dHcgO0G5rF1vktW3nFaHpc3ZMlpDeMMkgpznR98dEvQ5pnatmHXVhMiYCUHDcxTBXBOTy5N5tReDEfmJovXFBSZQj+/0Y1Ej1V2TG2ZtQIy5thylCpg5bUN2PFaPykX37HLJ9+lPjW3GWcQ4zgNtTYMZUyZGmfD8xe3IcVKZGFNsu86/PXjM7/1EmmzOtWHRZrQXWbF6VC4u8+DkkpNlLdnYfskYAEBCpMkxvspPcn3OKF0TlwgOyNFGECGKP1E9fGAGUu7GIykxYTh/3OACnDt5GjmpyRRfjuM3nvJJIwsSEe4UUeoumkaIZE+Fwhr4U6k+m2CYwbyaZRZCiQml3BZX1MrEsmG+GwUQlAmtLs4fO9Sp1jm1FGmx/kdYhxpKKvOVDLMot/MQoiE7TmkTfOJr3OHPwiURPDju8SI42e8701bHR64xL9/pMPMVfz+nEhd5CSJhAg7ECpoYnhkrSj9CoOAJ9cJkBjEOIDFONykDfZjsSKbmmU6rwbqJRbJkOPnjHGMHvQbak4+ZK7kL2o2wrztFieBgKkyOwt9Oq8WzF450HNt4tahaeLiPLW3Ocvz/+Lkj5LGFCHrI0UYQIYqvQuZji8WRm3M4CTgMbuTWA2fT3z+APGskMtzI5AiFzyLEm5eMdSm6WpLiuuAlZAAspnSJUGg9XBix4bboMJroKs/2jWPwh7mVSpvhNwsbMgAAy1ukyUYYWSBf1DXdV9RFkkUlE+oAR6ln9hsbx+DB1c1485Kxiuw/lPj78nrV/s7njM7j1C7QovoJ70yvEhYUx9ShHi9CIFKVzDXI+I6tGaWRCJPeax3Ln387AQA40dePR85uxQsXj0JLXrxDMo8v/1heL+hzYkCS6eqFGSow6zpiOMn0PMcfiVFDx33eAoKZ6+3MkbmIDTegwE1GkZpwONi0QyUjAy3Ij22/M5Ywm4NtTbvrcz81xvV+VevD6T+mOGlI0LjaYB+6lW05AGzzl2IKNCNEQvmVV4IgFMHXQCwm3CjKfphIQZkS6Pyir9+m1fyUG71mofxjeQPntolRJpgNQ3Xw3dXRE7IAp4EGPd0dvD8nJnzlWQgb3bMrMKE0CXERwq/JZy4YiVYn2VZCGFaL2WeQQiCQZLHVyEyPC8OUCvEz3MSUj/JFgM11g5olTZlDFh+YIAGCP3wXusQiyWKG2aBzWTjjwwBFhXCC7+/sHHUtFYyc0gXjCxUfMxL8EONZGGbgV4uLoTApCj3dHahK9189w/lrbJ0pfa2vEzzLFvgaA64elYvTmjKRGW8bB2k1GpSnRSMzPgJ3rWjES+tG87bx2vlVisqZ0S1dvTAZSnot98BmX/CVjmQ71pKibc+1KFZ9eINO43Dajimy4q1Lxwkaa9yypBYGnQbLWrJw7fwq3p/ng5YVMK7xotSkZj7ed9jje0adFj3dHVjeOhh8GWMfv/e7ufgD9Xbgy+5Ac54S6ibwV4sIghCEr0GUv4PqTR3FOKU23WWAomb6BgZEjc5NspjQlBvvVx/MAHRU4WCGiJBoNTX8/GqwIdDIs0aiLisOf1lc61eUYp41Eneu4O70JYKblW05uHhCoWR1NOR0RlJGhXro6x8Yskr679UtyhkT4JAkH8Fm1cgcpU1wyx/nVuKelY1Km0GIgL/PbrGFSRY2ZKK9UNoMeb5lCx5e0zrkNTtDbXL5MHRNL8OixgxcNL5gSC1yPhQk2Woo9XR3YHpVqqA+/GXPftvi/JO79imy/1DljY1jEBNuwP12GVVvMBKrWi8ZS3zh6miLtDt/2bXjtRzkFXU6jeDx+9iSJOzZOhmdU0sFfZ4PDslFx+9s2x5oU48T9vvcAXumrTPubtuVabbMYvaxBQI/mIr9jRhnYiCsVRKBg3pzOgkiiJlWmYL/vPutoja4e3A6469MxIoRtgWB0X94HoA4Az+p6eu3DULkKALMlaJkC/61shFVGYNSKkLsU/IbjbdLyqjnVw0MHl3b6ogoIwgxMRt0DomQwJ4u0X1FTfQPDDgmqrNqUpGVIF9mY7BhCAQZAEJW1KoKMHt4mtImEBDHySWkBjQwOI4QY/2Vvfgu9eJnWz4/tYfC5KFSd+yaR8xLk17nVVrSF/euasLXB44K/rwYMPv/8chxRe0INZIsZryzeTze/upnn20ZB5CO5RDyBx3HQB/mXGcr7ehY2V8M/QOAHoETgA0MZryya5wFiv1sevsGb9LWKBP2H3Z/bf/fwhp8vO8wNv37AwBD70PjS5Px1le/SGmmJHh6PjHbA/SQEiqFZnEEoQDDos1KmwC9r0UckVZfuTy0Vtm1keP9kMYTg2mVtohBsSSbxAr4aciJh0k/KOcSaBkcTIRsgJntlqfPb8PuLRNl2VdZavRggXlCFiaKUF+EIEKVvv4BhysgwANeFccQBBK1BD92bhqL7ZeM8fh+bIRBskCwWdWpaJOxtiYxSJ41UpR+xMgyMLmRqwcG6/R4Gscz+xZjnM8+xaWcO0yvSsG82nS/+mAvuIvlEI8JN6I8zX8pTilIiBycrxclq7vGViDDxZnDtGGeDWKsEfhcI2Ltm+1oY0xwZ4rY13Njjn/KQe92jsfOTb5rpTKZr1yy9dRMr1NExsbJxdBrNW6DeiNMetRkDK3F9tHlE7Fz01jHul2wQBlthBTQLI4IaZSoWZQv0oTKX3xFPG2YXIy5w9OwlmNBdE8wDy1vEvgbJhejp7sDP/3qms4uB6kxYejp7nCJUvSXO06XX6qPOa6M7BQzAVJy7HDR+ELldi4yWq3GpY4eETwM91HgORjpnFqCebVpGFucpLQpRIDT1z/4rAl0aRmlUVNmPV/uWdmEFU61PviwqaNYZGsCh/hIE6xRngPxTHodPr1ysiT7vuaUKvxjeb0kfRPeESvIUJyMNmHjW+Z235Ad57cNro4C6e6FESb9kP0JqUuoZd2rg2mtlpGvnFXNlq4c/JJLmrLQ092Bl9a1y2hZaPDbiT6fbZjTT0zpSK5Zccy5zpac9VY2hHHaizXESbKY8eDqZpzdLmy9KjrMgPhI33Xi2MEEgRb07I4Z1an49MrJQ4K52Th/zTCjDvGRpoD97kkWE5a3ZLuszzHPzgAedhMqhBxtREgjdQFVZ6z2WltqWXryVf8jMcqE38+tFCwjwsAM1twVU1ULUtg2viRJdMcdFzSOv/JKr3gjzh75eO+OvYrZIBYxYSTlGMyMLrYqbYLsWKPMuHpOJSaWBWY2X6BO+IKRASfpSLFr9YQa/o69lKQkxYJNU0p8tmMvandOLcHyFmEOukDH7CGTiAh+hD7C4lgOOjHmMp4y2nzBlBvgmgnDBykXP/tFeFB5ko4MBpjneXrcUHUN5+/YZz/vmJIUSRbfTguCG+7KfGycXITOqYPPV7akoRjSkVwDfZhWBq37NQd2L8258bhzRQOuW1CNcKN4FYxqMmJx0QRpg3qZOwUz5wjE63xMkRVPnDeC12dMdidqhHGoM+7B1c144Kxm0WyTA41Gg81TS1zW55hag3VZ/geKEAQDjeoJxTlrVK4i+101MkfWzBRGLnJgwN/qZ+LAdSDmr60LGzMBAAkcooXOGKHMAou7yWl0mAFpsWFuWnNDqQEYIwnAaIo7FqEDcECoJgqTovDkeW2cot6IwCUjjqQ6xWBkPkmQhSJ9AwODGW3KmhLwsLMkghXnTNpxJUkBuXjlLy+ta8dr6z1LRvJl2zmtovVFSA9f/xgzn2TP48SIGXz/m4Nut/u6Ltn7jjIPLqI7ywwKQcpAQTGUVFwy2hSccJWlWkTtb6RdTraVVcfO+RvWONUQJ8SlLisO186vwq6uCQCAZIsZK9tyscxNQMpgRpsINdo4jj+0Hpx77qQjn7lgJP6yeDiSLGZMq0zx20aubJhUNOT1zk1j8cr60ahkybK+s3mc26zMUYW2a4BZK2K+0uFjveIbKzF/W1qHomTv94gIow65iYP1lRmH6J9OGZqcUJMRGzQqMIlRJjx5XhuumFmmtClEECFeKAFBCESpqN3SlGhZJ/RM5KFBp1WFJJAUUYcAcO6YfHy6/4jj9eLGTMypSUOY0bdTky09IBfuAhrf2TwOAJC94TFBfaqlaL0KTrWAJzM+HJ3ThkZANWTHISHShG3vfyfqvnITI/DZD7+K2ifBHU8LVcXDLIoFAsiFmLeKZgVkmQnl6esfcNTqYEc4E/ypzYzFji9/VtoMv7l1aS2W377D7XvscXgoZqiys0X8pTRFnXWdCH5Ehxlw8OhJaDRDxyZHjtsWeNmZVGLw23H3i8c+HW2Ohq7vJUSa8OMR4Q4tKW8JT3+4j1f7K2a4LsSylzGUvIU9cnar4HmrM5EmPSxmPVaPysO6iUVeHS90v5GW6VU22c7Pr5zs9dzyJtfIF+7Skfb6cKzMu0EbBreLVYuSCzUZMXjrq18AuH4XJmD2oTUtQ+6rMeFGxIS7BgWk2KUu++yLRXuc1riCkfcvm+B2O5d1vEBGCRUqIrihjDZCcRKj5M8Qqc+Ow6SyZFmdITmJkThndB5uXlKLNQJ1pP2hlhV14k6OwB18IyTPH1eAGxbWDNnG9eEsxaSRC+5qyWg0moBe8GGikQYT2gL3uyjNCxe3ozl3qOPgX6uasLAhQ/R9iSH5QYjP4+eOwKyaNKXNkIUoU2DFYNEVox76BwYwviQJZ4zIxqUcpAMJ79wfYLI8ngjksRRBSI2vaRZ74ZzJpJDispoqMNPE21zR30w7JaXv2VjdrFmw566/enBWyoFY99ry1Gi8umEMosMNbucl7g4pU+cpKz7CzbuEv2i1Q9clKuwZWezsMTFOAa7nEdOMHbzNvFTq0k2PC3dkssV7yKjVaDSclAOYOZEYMrOBgFbL7XchCMI75GgjFOfU+gysasuRdZ+XTC6GQaeVdABw35lNQ1LQjXotLhhfiPS4cESY9A4ZALmwsGpLGThmtMkpdKnUYkyfBIMnpeeFsayoLCXtCeRaM16R4DdlIudiwqkWnFqQU+JESZh7RH22fxr1KXZZK0L9sANw/L1X9/UPQK/T4pKOEsRG+CcXRtgQEtDhr1SbnNByjivPXzQKD672z8k6rzY0AkOCGV/K72LOXRh5fyY7iV3HmwnW82TL8d4+2z9OJt26tFYc41R0k2grcJXFZi9K7z98XC5zFGNgAC7Se3ERRty6tBZ/WTxcIatCixtOrcEtS0S6xlhwveQcNdo8BG/L7a8ZV5Lk+LtiRA6uW1CNGfaMQK5U26VQmWudCUz3dbtVet2HIAh1EaSrn0QgodVqBEfQqZm6rDikx4XjgbOaAACTypKHvB9h0mOLGwkKueCa0SYnSmXzBKOjjV1/UElz5KyFKAZV6bZBdnthIqZXeb43SZElmJ0QgZ2bxrrViSekZwADuGpW+ZBtf5hbqZA18sJo7c+s4TcpZXPbsnoxzCFkgC2T4698sxTP0lAnM56/rOCDZ7Vg+yXcan7du6oJOzaN5b0Pf2HqnsyrTZd932onKyECNRn+1T5ZNVKZ+tcEf9jlBGJZgVbMfIJdN7ouyxYUM7ncNr+st792ro/Gla0zy/Dq+tEoTI7CsxeOxFmjhiqv+JrTxLECKzQYDBxz5oOuCYj0kjV/7ph8l21Szl/OcbM/b7j7HdgZbRHGwFIFcAeXINt7VjZh+8ahz5nRRUlu5fcI8UmPC8fYkiSX7WLUauS7HCNVORK+MA4/DTTQaTWYVpnCO4j77hWN2L5xDP66eDhe3zAGOvt3O3qyz+vn1LeqJg6n2oO9CpNIWpEg+KCOuyIR8ijllJBKjsI5smd4Zhx6ujtQkeZaLDjSJJ8Dgv1duTq1Tm3IQGV6DGb5ufjKBaUcbULWBlt91CBSWqqRketkBtzM4Y9QUGO7Mce/TBm5WNWWg57uDty6tA7/yyr+64yv28fzF43C6xu4LXYyGHRaxEeaEGWmjDalYMveKFU7Um4y4yPQ093hNmKbD4zOvVxRzUoHNQQy7N+u388VGnK0iY+QcWq4SQdrFLfM0giTzpHNIhdbZ5bhdrtDfmxJEu47swmteQlItoRGNuyc4Wm44dQa3w0FEG4f49FtMXD4w9xKLGvJcrxmFoYHx++21zOqUlGXFYulzba2ydFm9HR34KpZFWjNS8BVs8vR092B5tx43jYYdVqHYyw3MdKlxqan+9C0yhTUZ8VhdJHV5b2chEg058aje/Zg8FKkSQ+rxfP95vxxBS7bpFI7mV+Xjgvc7I8v7N8mGMaMkSbfc5Awow7WELlnqxlm3MVcshoNMKs6FTctEj4G93TNeboUf/PhhAokmPPabNAhOdrsCIQI8xE0rCaJWzGZXD4MPd0ddK0TBE8CP+SGIATALAVJ4dfpnlWO2ixuDoVJZcNw/r/e9fj+yrYc/PXFz8UyDYB3APwQAAAgAElEQVRNNtNs0HLOMrJGmfHwmhZ0P75bVDvckWqf5LELf0sNn8VBo16LE739qq+lxURYMl+NcfwlRZvx+Q+/KmJTRVoMXv/8gCL7FoKvyb2vMyA+0sjbYcaObCbkpyzVorQJQcGE0mQMizbju4PHJN2P0kENwcCowkQ8//EPfjvayM8mPkIWb9RyRTy6thWf/XDEZTs7i60uKw53rmiQyyzFkTJLmu2c8cXty+oks4XgRkpMGDqnluK2V3rcvs8cySizHved2YxbXrLNC5ljHR1mGHL9iPFM9HT6aFgTtMz4cFy3oNptW6Nei7vPaHS8zk4QVrtLqvsZ31vrlhlljjpkzrCTedzV/Q4ErppVjrqsODz14fc4xWemcWB+x2CEOd2YgJm8xEhskqlGLnMNvf3lz25t0mu1GJ4ZizNGZMtijxQw6z1xEUZ888tRj+2C1M9GEIRAAj/khggKlFookyL6ZH59BvKskZza+nJ2SVHrJjM+HIubskTvVwymV6Xg9mV1WNyYKet++3hMihg/iDtH281LagfrqSg04GK0xRlq7K+HZ9lkiDZOKpbdJoZAnXwKRcj9pc7P+liEfwwMgLIJiZBjuF2mzt9bNGW0iY8/QT3PXTQKz100ymsbKcffZanRmO5UH6U0xYJH17bCEKx1W1UAI/nG9aiOKrRiVKFrNhKhHOxjp2UHzjleu7/fiqHixnbUalh/+fLQmhY8cJa97iDPx4R0C9j8OvY0N1V74CVXFtjXL1aPykO8myznJ89rw7/9rB1JiM8ku3Rse6EVd57egHUTixzvvbSuHc9cMNJnH45MaGaNg+dFl8GSuHZWxnjgrGZMLBvGqz81wQTATi5Pxu3L6nCzh7p4UmXeEgQRmNBMh1AFcj2b2IV71f5MFGPwnhhlwjmj83w39IEnvfbdWyZiV9cEv/sHbIOUUYVW2bW++SwOMoNPd8dmXEkSGnL4S7YIYWyxFSPdSLzdu6oJ71023nG8WvMS8Nal49BuX0hxp+euZqZUeB6cp8aEYX4d9/ou72weh9OaxHPi+sx443n53ryk1nGcCEIpxHwsqvwRS9jR2p9nA7A5Q+bVpgnqhxxt4sNnGFifzdRosgULZCdE+MwiYZ5Ts2pSXQJ1xCYh0oSy1GjfDQm/Ufv8hvAMc+yY4DTmHtDPeu0peE0M57lLoJiTLJ0zXIMzqtJjXOq4CbZFJMTq9owROQDgCLIN1qdgYXIUUu11AkMsblLVXDiuEO9sHofYCCNa8xOGSJemx4UPCf5m139kYNY2mOPKdRmGac/U78qzRuKtS8c5ai2KIc2qNExQvEGnxahCK8aVJOG5i0a5ODD7afxLEIQT5GgjVIFSE0K1R59oRXC0vXnJWFwwvhDx9glOmMAaXRY3WR7XL6iG2aBDhJfC1kLQ6+Q5LszP660wt+tnbB/yJPHHTHz5RoPx5ZbT6vD35fUu2w067ZBjpdG4FimXE2fnNt/rrTYzFn/2UsfklfWj0T27glNf0WEGxIQbcc+bX/tsu//wcc42eoPvYkdcBGVSKY3KHwkEIQnOC7vbzhmBq+cIk7bzV3qScIXPOHDu8DT0dHcIqhF0zbwq/Ht1C+/PcaElNwGzqlNxxYwySfonBnFIRyoQ5tA5tQQbJxf5bki4han9zBzDwTIHtmM5WItpaIabC0IOPesznm477PPKUxCmmEg1LvPU7R95SruOKrSip7sDBUk2h4YpCGq0eYKkutWHVqtBTDi3ef5dKxqxqDHDZTv7GvMU6O1wxDFjRvt2Zt3GGmVCXIQRZoMOPd0dmD1cWNCWUDZPKcX0qhSMKRYvaHVGVSo6yofhNHttTMAWxMT+jYIls5UgCHEI3pEAEVDINXCrTLdF68aEqWdB+8+nVntMQxczim/z1BJsmV7qmMjx5YwRObhsaglOb7XpbK+fVISplSmi2eeMXAVlZ9XYBoBr2nM5f+Z4bz8A1wEVEzXOLDTKveD45HltuHWp+/NISfz5FZoFnqveONnX77PNY+9/x6kvX6cp/9OYBulK467+BiEcOYJZyDnqP1pWNLNQyNEmPnyCdoT8+nJcP0a9FtecUoX0uHDfjQm/YM4BJe6Ly1qysbKN+3iaGApzzBx/WdtdMto8XPFiHHr2PMxTn299+cuQ14yTv96LDDrf+5RUc0JP/Qp1Dlw1qwJbZ5ahKl3azGAlcUjT0rgrIClJseCKGeUu29lrGr6uOfaYMTM+AlfPrsD1Huo1ykVytBnXzq/2WZqFD9HhBtywsAZJlqHlXNgZxTS+IQjCGXK0ESFDVXoMNnWU4NG1rcgSWJBZCqZUpGBcSRIeObsVc1iDezGDYyJMeixuyhK88GnUa7G0JduRycVeT8uMD4dRpLobcpXvMNgjsPjUCzlhd9QcOtY7ZPvsGlsdEmbS+eh73Jw1YlGYHIXRReqWheR75jXmcKtXlmwxI8pHVuKAwwHqu79ejvIP7O8jVG6NUAdSy6YRhNrwFJ0sFJKOFB9fGW3/ObsF06tsQU9CFqQpQyHwMHhRfQi1WrjBCcvJxWSwDRZps732cKjFcEy5KEd66JO9OcyowxPnjcD1CzyrUfBFKoWQ9iJX+X1/iA4zYGFDpurVcvzCcc4F8XcMQXROdcgAIC3Wu9PIITfOzK37BzCvLt1tbb9ghb121D8wgOcvGoVX1o9WyCKCINQEOdoIVSDHmPTBs5ph1GtVWx+iPC3aZTLBHqxHmcWVaBQCYxM7kvK/F47CR1smirIPqWUXGRY1ZiLSpMeE0mTen+11yozas3US1rTb6uBZo2yDzOJhFnGMFIha1lqc7eAz+fzo8olozuWW0fbK+tF4p3M8X9M8Es5TXrUmIwafXDEJ/zO7Ap9cMcmxXa7MTEI6dot0Twskwo3KP2cIeWHuVd4W8LnQp5LnTjDRXmiFxcvYryItxhHk5O/xIwIDLs5RGn4ED4MZbdzar2zLkW2+WJTsOtcpSrZ4LVPA1xksRdnuslSL1+DEpU4yccQgsRFGpMaE4YoZpUqbQvBg68wylKZ4XpdgxoCLG7PwyRWTHGsZntvb/jJXcijGWCVZzEiNCcOGSTa55IEBICshAqkxYdi9ZSI+u3KywhbaMOm1KEiKxBaS7iYIWaHVFEIVSD0f/P2cClHqnckNu3YYn8wrqRis5TJ0u5ja1Ims9HypyLdG4YOuCZza3rSoBif6BnDOP98GMNSJ4nxc0uJshaKnVAwT0VLP/POMRuzZf9hLC9fj8vfl9Tjj7zsc2XlCuWRyMbY+9hHn9nxOET61BJlz7/oF1dBrNTjR1w+zQYdVd+zkvkMnuMqfOS9kMXI5Rv3gRq7XRFmqBR98c4gWxlTEvauacODX46LKjwQKOq0GTTnxeO3zn/zui87pwECn1eDCcQUYW+JfVjQVgxefxCgT3rtsArLWb/PYZsPkYkSY9JhUxn/cQddo4OHtmDlqtNGBDVg0rEXswZpsdtk++3ZPQ9Wy1Gi8f9kE5GzYJngB3FN2MjNvCDPoMLc2DReOLxC2Ax5IcS7rpfDehQAGnZYydgKQhQ2ZWNiQ6fF9JsB0YGAARr3W5/yVCYgeUKhchhow6m3XQs+Pv+Kqx3cPuWeqae7YPzCAp84fqbQZBBFykKONUAVSzwfn1qZLuwORqEyPwb92fO14XZAUiU0dxTAbdNj00AeqEGoYnOBJN6g6tT4DEUYd7nrjK+z88mfJ9sPnvJtoX8BiHG2lKRa8/OmPLu2mV9okJKdWSFO/jk1TbjyacuO9tHA9TiMLEjGvLg13vv4V5/08vKYF0294Zci2cJPvgaRz5qPUhYK91Qzkc7a25fOTk/HUN9evSxN+deB8uLzVFwkFPNV+4Ysca71qeC4GKs98tA8A8MqnP+GW0/yv8UnSkcoQF2HEZdO8ZxhEmfQ4fLzXZXsIro8FPN6y5R012uQxhZAA9rFjxpJ9jKNNgoPL7tKXhPrRk324fLo8GRJSnMt02xukZJgFXdMpQy0UWdWWg+qMWNzxeg96fvrN4Zj3NS5w1GgD0z50ryhLmAEA0FYgfl15MeBaDoMgCHGh1T0i6Em3ZxgFAgvq0/HshSOxxT7gtVrMWDEiB+NL1VN7y1NGm5jotBrMqkmT3DHjT+/jPchNarUazKxOg17h7EOxJ+KVPop7p8eFodyHLKuiEdYcz9dbl9Zi1chcTm2z4m21Hk+tz3D7PtfvS0NgQm3UZ3tz3hPBxsf7DonSTyhGNQcC2zeOwdMXUERzsOA9o006ZwwhLZ7HjENrtDXYA4E6ysVTzmDfuZl9VaXHwGzQYnhG7JD3zxiRLdq+GC734OyR4lz25RiYWMa/pECgkp0Qgbqs0A4uC1Viwo2YWJbskCNmguz6fFwfDjnbfu71z4OVuAgjXry4HZ1TXe9fxcMsft0rxWDNqDxF908QoQo52giVIN2M8Nr51ZL1LTYajQa5iZFY3JSFnu4OWMy2KBk1FatnRzFJidTf2j/Hj7pHlXERNn11MeRGC5IifbZ5ad1oPLK21WW7c70nb37T38+pEGQbV5hJwwIPTjEGbzUb2MRHmtDT3eGSMbugnlsG7dLmLGyYVISuaaWoSo9BicJ1/QiC4fRWZSeGhLzEhRtF6YciZ+VjRlUKblpUw6mt1WJGpApq/IY6y1uyHfVc/IFL/Vc1zRsIbnh0s7ECHPOsUejp7kBrvnQZFKfUpaNkmAU3LqrBrq6JKEyOGvK+Se+/NNp4J6ninu4OLGnK8rtPsWjMCaFgI7pVhCzDM20O9A2Ti1CRFu14vaghA8XDLGgrcK/wwpRjYe5JoR5klREf7na95dG1rdg4uVjSfY8qtB0j9rztnNF56OnuwEUTCiXdP0EQ7iFHG6EKpIq8fOCsZtSwovACETVFpvqqDSDqviT+3kK6n1ebBgCIsjtB1cra0Xk4Y0Q2WvLcT8T5HL/FHia/1ijftfT+vGDQ0e1t4cfZIScW/zO7HPef2QRgcBJQPCzK20dE4cqZ5fh06ySf7S6bVopVI3NRlR6Dh9a0qErTPRShmjaDRIcZ0NPd4Xc/tNirbh5e0wIA+OfKRlH6oxpt8vG/86sdktZcoCtReTZPLeGcMe8Nb8fSIR1JBzzgYNdkYzZoWO/z7Y8LsaxgC6vFjMfOHYFh0WHQaTVY3JSJc0bnOYLVfGW8eLXLUUeQW/vndv8geF++bCCg9rhRQgJmVtvKXCRG2YJyS1Oi8Z+zWx1zcavFjMfPHYFki+19dqCsjlU3knCPTquRfG5pjbIF/c5jl8mhQQBBKAo52ghVIMWjYEF9hiMyJ1jgM5x5aV07njhvhOg2VNsdl5Xp3mUCxYBL1K4/COn+8ulluOP0ehQkSe+w8YeUmDBc0lEiivMmLca9/OrYYqvLtvbCodFvVsugM85bRltKzGC76gzvMpVcOaUuA2V2OUtm/XdRQyb+dlqtpNljGo1GcelQglADsszzgmQumZMQIfs+kyxm9HR3iBbo4EtimFAOT9eiWPUYCfnwLh1pbyOPKYQEsPxsjrkQ30Vtrs1vX1aHKh/3boNOiwvGFzrG/fUiSA1yDcQ5dPSk3/tiQ/c9IpS5cmY57jy9Adk+xp1MDfhi1pyZcR6RioF6SIgUR5mCIAhxoJVAQhVIEe2xJYgK+zrkGnlMstLjwlGULL4zob3IijcvGYtRha5OFrGRPKNNwA7MBh1G5LuXUggmHnWWgfTwM7n7/f6yuBZ/nFvptr3Wi6eN6SsrPhz3iJRdAbheO1qtBmOK1VPzkCCCGXn8bMGxpFyfra4aKR3lw1Cawm8ModZi8ETwXCeE97GUAzrcAQv70DHSYNOrUnn1cwkHybJRhYm85nNjipPw5iVj0V4k/RyQYVFTpuh9UiIOEcqEGXWcpGdnVqfhzUvGujjimVjSsfb5dEeFePUig5Gi5ChMr0qRpG/mXhYfacLOTWOxdrStJhsNAQhCWcjRRgQt/mSUnN6ajYvGFzheT61MwZzhaWKY5RfMvCDCqKzEHCM1IDV8FoY2TCrCxaRDLYiFDa51yxIiXY8xFyk5o16LLA8RchYvNWJMetv1mhkf4bP2w9aZZbhsaolPWwCbbAPg/vsQhDM0KVEGq0zPE7WjhMqLt33esLAG287hlxXf3++nQYRkGHR0hwsW1F6jbfOUElwtcd3dYIYdxJaVEIGe7g6fWWdszmjL8Tlu59sn4P8c8MZFNZhZnYq0WPdqGWxiwsSX6ufiaLt1aa3o+yWIQCMxyuQyVmTUcirTo9HT3YHSFOlVjgKZJ85rw7Xzq7FxchH+4CEYWQziI02Sq0ERBMENcrQRqkDII+GyqSXIjA8X3RYAmFaZgrNH5zteX7+gGnnWSEn2xQUmG0cD4Nr5VXjsXPElIdUIn7HCjOpUrGnPw52nN+DB1c3SGeXEA2c14+4VDbLsS0pKeGYtCGVBfQY2Ti5y+17xMAuumFGG/z2lyuU9xgnHsLAhE0tbsl3auUOn1eCaeZW4z16rLdR55OxW3LasTmkziAAkJ1EaaUOui22eCJ45pfxfxOwjqIEvVK9Dveh1WvzplEosa8kasp0OWeDB5U6h5H1xeWu2a70YgjP5Sbb5Zqpdtl3KazQrXn7J4tKUaPzplCpHIJwvlrVkY1NHsSOzTwy4/KSji0j9giCAQenIfPta2NzhadjUUYylzdzm4oSNlW25QwL37zi9Hg/ZayWzaczhpnJBQziCUCfiFGUgCD8RMiFc2pKN+3buFd8YuH9o+TLxhYtHIUyEelje0Gg0XqVDCpOi8PG+w5LaICdCpB25SCHwYWlzFh54y/15Fmw1AJ2Jcso+438U3A/79DotVrTm4MrHdg/ZPizaVp9tUaN7eZjUmDB8/uOvvK1gmFXjmo06vSoFH353aMi2toLglwQtT6OoQzZhBh2OnuwTFNkdSowrScJfXvic12e43MNpkig/a0fnYUJpMqLDxc0UIKeNuplZnYYDv4pf74iQFy731aCJPwhBTmvKwtrReXjqw32Szeliww24eUmtsvMYjiepUa/FihE5eP3zA6Ltmk8pBoIIdebVpiMrPgIDA8Civ72B+ux41cmdByKeSpE8uLoZAwMDmH3jaz77aJehlAtBEPyhjDZCFQRD7YjM+AhYLWZJ+raEGZAQacRl0zzXnfvkiknYdk6rx/cDET4TIanOoM1TSvD6hjES9a4czr+su+svwiRNHIa79aEwH1KoUkyHV7blYPeWiY7Xn1wxCbctpUyvUMOo02JsiS1qmZyQrtRkDDof5wqQT+ZyX6b1LhtyZqCYDTqUpYp/vvfRwSQIyeFUok0Fqb6jChOxnKP6ADGIRgMMz4xzjM0HRB4FJ0SacPn0MtRmxSl6njDfj6vsvydTxxZb0S5itps7Pr5iou9GBBGkGHRatOQloDU/AR9dPpGcbBJTkxGLomQLIk16rGzL8dhu95aJLvXxGOlIkpAkCGWhjDYioEmJCcOubw/5bsgTdw4eJZ9XBp0WOzaN89rGqA8+v7kaZKi0Wo1kTie14HxuL2vJwqzqoQvqkTy/f6TJc5aEu0l9f7/34yxF5KlGo3FozAPBef0Qvplcnow+5W8zquXB1S3IWr8NAJBnjcJnV07Glkc/REmKBevuf8/RbmxxEp75aJ9rBzTP44ycP1WMyJlsDGp4ZhPeYZ9ndMgCDy7zETXcem9fVg8AKEiKREKkCSv+sUNhiwIL5jiLfY3u2DRW3A4FEh9hBADE2f/6wtM5vXlKKTLiwx1jFSnwVTuaIEIFX8GxhDhEmPT4oGsCXv30R/z1RfdqImY3Slqnj8jGvsPHsGIEBbkQhJIE9+oxETAIdWL9cV4lXvj4B6z959viGuSGfGuU5PsQCqPjH2wMz4zDK5/+xK0xj3PovLH5qM4IXtlHf9g8pcThDPvw8gl4atc+1GYNRq797bRaHDne6zUbgrme8znWNfSVBcG8u3lKCX45SrJXhHhoNBpaaeaBTqvBZdNK8dKeH4ZsL0iKdOto45TR5qdNalhQFgM5g3kW1GVI0q+PmAnCDxpz4kSRTqMg58CHS6S6mo7z/Hpp7jeBxrBoM747eMzj+1LJGT52zggcPdmHE739sFpMkuxDCMtashATbsBsN/LufDh0jP+8gIZ9g4idMUkQBD/uP7MJljADxv/pRY9tdFoN+voHYI0yYf/h4zjDgyMt0qTHlTPLpTKVIAiOkKONCGgsZgOmVqY4HG1xEUYc+PWEJPtqL7Li6fPbcOF97+K9vQcl2YcQXtswOmgzrs4dk49plSkYe80LPtvykR9NjQnDyBCox8UVT79cuFGPGdVDawKOKRa/OHh/v4/37TPiMcVWZCpQuJ0IblS0HhkwMIEnedZIfLr/iH+d0YqX7Gi5aM8JgOreSMetS+vw05ETGHH1c371Q/c7+bllSS1KUiyi9cflGPoaE7916Tj0kWdcVp48vw0Vlz3leP36hjFu1RSYYDexrlUxzz0x0eu0mFubzrm9J+exXiekkjSd+wzBUL6DIAIZ54BmF+yXZ11WLLZML8OTu77HH576BAYdKfEQhJqhK5RQBWJFXm6ZXoalzbYi0lyZXZPmom/safidn6S+rLZh0WGwmKWRgVIanVaDPI5ZUXyg6dVQxpcmC/7shklFmMOq3cREW3OVlzAbvD+Kwg36If0ShL8UD7MtPJWqdAFK7SRHm9HT3YGZLEc8Gy71XxY1Zg553dPd4ZdtgUqgLHZtnFzkMQPBlwwwIZxwox7pceF+98O+JmnBWXrMBh1SRFSeyErgEHDk43YSF2FEYpQ6spvaChKxaqTnOjTBAnuulhxtHiKb+LuJRci3RmJ4pk1xg5Er1EsUGBFoeHpG6jSDtd4WcMyepJgQgiACgar0GBQmRWH9pGLkJ0U5AuWoJjJBqJvgTIMhAg6xijFPKE1ycZr54o/zKvHO179g23vfiWKD0ty2rA4ne32kCAUhfE4hvzMwggBnuVHniT7fa3HVyFyXbbmJEbhofAFmcZCDuXhCIaZVpnht87eltfjPu98iLVZ8idR/rWzE94c8S/kQwUlVegw++u7QEGcwzVn4Y7Uv1A6LNgvuIy3WP+dBMBy2a+dXYeeXPyttBidWttnu+Q+8tdflPfKzSc/NS2r9WnhnP+Lpvic9Yi+IbZ1Zjgd27sWfn/vUY5tAiUuKMunxj+X1+OCbg/jLC58jMz4cY4uTcM/2r/DriT6lzZOVstRoPH3BSMfrlW05ONbbh9Oas5QzSkV4OqeZecuadluQbUtePOIijDj15jc89kW3PScC5F5BEMHC/y2sQXSYa5D8P89oxI9Hjg/ZFm7U48nz2xyvmaBjGrsRhLohRxsRVOgFplEH6hizIds11by90KqAJYHFG59zrPsWxKxqy8Hvn/xYkr41Gg3OHp3Pqe1ZI3N9ypilxYZj9SjuWap8aMiJl6RfZx5a04KnP/weNzz3meT7Imykx4Xh6wNHObUNlAVJNTJneBqizAaML0nCpQ/vQk7i0EwLXz/tyIJEv3//YJhsTq9KFaX+ltL0B8PBUDnjSvyTb6bbnfzEOwUziUF2QgQumlDo1tFWYs/WVuNxfnRtKyxmA9p+b5M/feCsZkcAFXPriDTpcemUEjz+/ndB6Wh7aE0LZtzwCqe2YUYdfjexSGKLAgfPjrahr6dUDAbvJUaZ8MPh42DDVeb44TUtiI8U9/pVG2q8VxBEMDO53H1SQFOu7zUJZsmEpNoJQt2Qo41QBUoP8gJxofWtS8chnKM0XyjA5xC25idIZkegoNdpcUptOp7dvU9ROwLx2uNLVXoMqtJjyNEmA4saM3DO6HxYwgz47UQfarY8rbRJQY1Go8HEMpv07Dubxzmkrgbf9/75vy4Zjre/+sUvG4JlsvnP7V8pbYJXplWm4O2vvWfdUe1T9XOyLziul0BCLonGB1c3I8cuKymWUoiYlKVGA7CpKEypGOaQSASAjHhbZvPKNpuEpBrtF4Oq9BilTQhY+Morv9s5HgadBiWbnxS8z8oQOF7Beq0RRDDC3AdJQYIg1A052ghVoPQYjz1497ZuFxOujsi2OJEjZEOJnATx674FIv8zp0JpE2iCFyT0dHcga/02zu3LUi1IjDRh+xcHRI1a10ADq8UmY2g28AtEoFpF/iHk2ch2zPFhUlky2goS6R4iE9ctqPb4XoRRh12XT5TRGkIo294PDpn0QKJPphWxmoxBx5Wa74pvXTrOZVt0mCFo63NumVGGI8d6lTYj6GjKicdrn/+ETA+1K91JszHotcIUcIKN9sJErJtQqLQZBEFwROPIaFPWDoIgvEOjDEIV8I1SY3Pdgmo846Rrz3v/Lrv3/PT607xKXDa1BE+d34Yt00sF75PgTmmKxWcbWmwliMChdFg0bltWj3CTuPE+bGfZQ2tafNbtpDuHdPj7bPfGuWPzsaA+A/XZcVjRmi3ZfuRiQX2G0iYQIUCSRZ7sKmIQJSRVA31IXJluy367eUktbl9Wp7A1/rG4MRNnjXKtZ0zwg31OrxqZg57uDkFlI8rTokWyKrC5bVk90j04KgmCUB9MjTaSaicIdUMZbURQMK0yxXcjgTSxajjFR5qwtMW2qFeQFIX7du7Fe3sPSrZ/ArhrRQO+/eUYJl/3kij90dCEIJSFWTARey2QPe+oSo9Be6EV296jLA5/KB7mO9jBHd4WexfUpwu0Zig6rQabppTg4Xe/dVuLRSnOGpWLG5/nLhcrhxT09o1jcIhnZsVrG0bj+Ml+l+3PXmgLbhrzxxfomRpA1GbG4bH3v3e8VuNazfaNY7Dk1u3Y/f1hpU0RBTX+xmrnj3OrsLLtcFBKLb60rl1pEwISdkCl0ADLB1c3O2oZEgRBBBKDGW00sCAINUOONkIVKB15yd4/8+zavWUi9Frvxj1wVrNssjChSky4URTJzthwA37+7SRa86hGG0EoAVOYfmFDptQ8KrsAACAASURBVCT9C7kTM9GBNGdxz+4tE6Hz8RwUwqn10pwDaqEuKxY38mgvwU/sgtVihpXn+uKw6DC323MTI3HkOMmhBTpqlMy1WszITYyU3dFWnhoNjQaiB88pMUeQMptYDsKMuqB0sgGgDCKREHqGO0usEgRBBBKDGW0KG0IQhFfI0UaoAqWng54mpFxq/Bh0WvAsBUT4SVFyFPYdOoaffzvp2MY+gps6ipEWG4Yz73zLsa0yPQa3L6uXyUqCINhUpcfg5iW1kvUfJ8Ahf0lHMUwGrU+JyVCFb607LjjX4hErkyvQHaVnj87HvTv24uDRk74bE4RA2HWLVOuQUcCs6xZUIys+HFu3fYS3v/4FO7/8WZR+pQhU8IUaHagE4Q/MVfS7iUX45pff0Jwb77U9QRBEsBETbhvDxYZ7rkFJEITykKONUAcqm+fHR1INCzVTkmLBkqYsbPz3+x7brBiRQ9H2KkdKhwuhPv50SiVGFyVJ0neUWY9LJhdjZk2qz7aVrCj5+EgTrppVIYldhG8q0mLwx7mVuPC+d5U2RVS4OjAeWtMCwOYA6Z5VjrPuemvI+3ERRhz49YTo9okB8w0D3ckZSsysTsWJvn7c/koPPt4XHNKMYqLR2KRofzvRi0ff+w7r7n9PcF8jCxIxqyaVMpgIQgQY9Zlh0WaqeUcQREgytSIFR0/0YVZNmtKmEAThBf7VYwlCApSOqGUG77mJEXjq/DZkJ0Qoag/BH6XlRwn+jCuRxulCqJOZ1Wku2RRisaw5C/PrM2DSe8+OeuHiUbh7RYMkNhCu7Dt0jFO72cNDd8LoSx5tVEGiTJbwx1ErgrJnAgatVoMF9RlY1JgBAEiNdS8NGuqEG/WYV+tfHcnoMAOmV/kO/iAIwjeOwA563hAEEaJotRrMr8+AUU/L+AShZiijjVAlu7dMRNGlT8i2P2axSKfVoCApSrb9EsIw6rgNLpx9bxlx4bhgXIE0BhEEDzoqhqE0JXgKsafG2BZqNRr3mS2V6TFY0Zot2f6dZQjd4VwwOjPeFkRxems2nv94P8aXJEtmF4Eh8r6Eb9wGjKg4iIQJkqKMtsBjcVMWFjdlKW2GR/ie9mmxYdj781FJbBGKkpdFmEGHU2rTcbK/Hw++9Y2ClhCEOGiY2kT9ChtCEARBEAThBXKFE6qAvbjkXDh8ZVuO9PunxaKAYsPkYl7twww6vLiuHRVpwVlYnQgsbji1BqtH5Slthl9cMaMM1y+oBjB4/y70EKTw8JoWTK1McfueHJmo7rLo8qyReG3DGCRGkUywlMRF8K+ZRwQelFFOKM3LvxuttAmqQqPR4H/mVKAmI1ZpUwhCFOgxQxAEQRBEIECONkIVsAfP/U4er40sp8rGyUV44rwR4u7fIX9EBALuFs7NBs+ScbQI6JuRKpYnI9THosZMVNod18z1dfcZjbiLpyzjmGLp5UPL06IBDBaQJuSDZJjVw/BM8RfcScKLkAoNDdyIAOemRTW478wmpc0IOuipQxAEQRCEmiHpSEIVsCfU3pwm+dYoFCWLK7tG0/nAgzllZtekYd3EQrfnDDMZo+Prm78uGY5DR3uVNoMIYOIijGjJS+D1ma5ppTh3TD4arnxWIquA2HBbVhVJxwYXrhnoKlt+E/Tgcf2QGDVsd2wai0iTdEN+pevsEsFHMJxRAyqQyWD7K69fUI3GnHhljAkxkixmVFNGoWgcOmabo5zoJe1IgiAIgiDUC2W0Eaqjp7sDBi81uKSIoHZktKlgUkzww6DTIMlidvseczwpMto3Jr2OZPQIF4x6LRpz4qB1cwmlxJgxpsiKa+dXC+7foNN6vH7d4asemzvMBh16ujuwRMX1iAjffH7lZK/vq+3xLeSpI9WjKiHS5DWASSiMgy2WskUJQtXUZ8VhVGEiRhdZaawnEyp7JAU8z3y0DwDw8DvCag7OqknFLUtqxTQp4KjJoBIKBEEQBCE15GgjVIHybhCq0Rao0DEjAoX7zmzCbUvrlDaDF6kxYbhnZRMsbuRa9Tot/ra0TtQaMH9fXo9/ntHo9r3lLdmi7YeQBymf7aESP6Hm7xlm1GHrzDL8axXJoxHioubznitqGp7mWiNx+7J6REiY2Sol186vwpSKYUqbQagAodfVNfOqMLZEerlyNXMnT3l3giAIgiD4E5ijbSLo4DOhlsKxEgwT+lDgvxeOhFFviw/gcsjUtMhBEHVZcUqbIBi5bpHeagWWp4krGUyoiyiTHoePu5evnTs8zWUbBVmog4UNmUqbQBBEkDO9KhVfH/gNj773ndKmOMiIC8dXB37z+D49o6TBncICwQ2SeSYIgiAI6SFHG6EK+Az8pJy40JxI3eQkRvJqH27QwajT4tIpxRJZRBDBDSO/eklHCdY/8B56+7nfJctSLZydiwvq0/HJviOCbCSCgzc3jXW7ffvGMYiPDDypM0+SxZunlODyRz90/xkpDSKIECfJYsK+Q8fl2yFNKkRFTY6rjy6fCK0WKNz0hJdWKjI4iCBnEUEQBEEQaoakIwl1wGPMHG4Uv86IyZ4lRXULAg9vNfv0Oi0+2ToJp9RlyGgRQQQfc4an4VMfNbIY/nxqNbbOLMOja0egc2opp89cNasCD5zV7Hi9dnQeLhpfMKQNe5FtU0cx/nZaaNfbCCbMBp2jjtjvJhY5tkeY9NBpNT4zz9W2pOmp5uvy1kEJ1JtZ9WLYzrkbTq2hJUWC4MiVM8tRlBzl8f03No7F5PJkGS0igpUwow4mvfjzUcIzT5w3AgBw06LhClsSuJCCD0EQBEFID2W0EQHB3SsaYNRrsWf/ETTlxovef1psOP50SiXa8j3LlhEEQRC+mVKR4ncfF44vxKuf/ei1zYoROX7vh1AnZ43KxXXP7sHRk31KmyIYLYcVrXE+6sV0VAzD8x/vF8skgggYhKwHn9qQgQO/Hsfu7w976Te0Vpoz4yIAwKsDkpCK0DrXpKYo2YKe7g6lzSAIgiAIgvAKZbQRqsDXelRzXgJqs+KwoD7DoxyTv8ysTgtIeSqCIIhghL0gSpG4hDcWNSifuWwx65EaEwYA0FEhGYIQjFRjfTl9H94UF+SiNT8Bj65txZImqqUoBc9eOBI3LqxR2gyCIAiCIAhCJZCjjVAFtBxF8IVZg1FTzQaCG1MrU3DlzHKlzSA4oKbLi6710ILvOvv54wrwGUd5UzFgHGrOJESacM28SqREm1GaYuHdp7uvLMTfUJsZiy0zyvh/kCACHE8OuuqMGNv7AvvNs/KrESwnUytTsHpUrsf3y1KjpXNchji5iZGIMLkXCKJgC4IgCIIgiNCDpCMJVUATQIIIHa5fUK20CYRAbltah0PHTsqyL0+Phb8sHo6+fvK6hQrMkfY1TtBoNNDJOJR4Zf1oZK3fNmTbAICGnHi8umEMTvT28+5TrKHQ/fZ6h5c+9IE4HRKEzIh5KTfmxOGelU0A3DvIufDMBSNx6s2v49XPfuL8GbmCQ2hMJR83LarxKWm8uDETkWY9KlKjZbKKIAiCIAiCUAvkaCNUy1PntwlaqCJCA2adnUsdHIIgxKG9yCrbvjxd2RNKk2WzgVAOoXf2R85uxc4vD+CyRz4U1R6+CHk0UdYmQUjLheMLUZ4WjbPvfltpUwieqOH2OLLAijCjzmub5Ggz1rTnyWQRQQzlxYvb0fb755Q2gyAIgiBCFpKOJFSBu/WogqQolFE0IOEBJqNFS9IsBMGb2HCDx8h+s0GLcvu9lxb+iUCjPC0aedYoRfY94OOCeWfzOK/vl6byl5skiKBE4NDO1zVo1GsxpSIFjTlxwnbAyxbJd0EQBDGEjPhwhLtxBu/YNFYBawiCIAgi9CBHG6EKKCmJ4MuUimGo/v/27jxcrqpM1Ph7Mp7MEyFhyAQkTIFAGEIQAwoICIgiIKMigijthBe5CuLHErjQiq3t0CIO3Q6XBmfl0u08YLcDjqi0gCBRFFFRECGMkvvH2pVUKlVnqDrn7FNV7+958tTZw6q90K+q1trfXmstnNnnuhSS6vvxm57FB160d91jt15yhFNRqXQzJo0Hmrvfvr6ksQ/9XXXm5Al9Ht9qxiTuunzTdeZ6XMVWGnLXvnQ13zjvoA3b+28/h21nNTetpEa/tVccudm+fZfM3uT40gGsw1fvt8U+7Oh22n6LXBeavIZstVNWLSypJpIkdTanjtSo4I0kDdbMyRP4zDlPK7saUkeq3Eoqc8Coa3d2t+vOXs3Xb/sjUybWb6r2NVqkv5Ek5x6yjLd/5fYWatf/dfuL3u22mFJ3f23ct/oxGMjNY6kbVT5bC2dP5pqz9qt7znUv3Y+/PvLEJucPVFkJf/Vv3JgePn726k3W2Wz2u9Y+7Oh2yXOXl12FUWNs0ahfuXAml5l8lCRpWJhokyRJm5g1OY8mOnz5VqXVwTxbd1swezIvXL24qbL93d5+9SFLhyXRNlCf/YensXD25AGdu3r7OVz7/bubvs6iAV5HGk1GMnnRV0Js1XZzRqweGjm2L9TJGoX3+LFj+NTLV5c2vbYkSd3ARJtGBTs8kjR6zJw8gZ+86VCm944vuypqY2X9tj/VYEjbhHFjOP+wHYftugMdwbLHgpkDfs9j9tiGXbaazqFvv3HQ9RnMdaRuU0nmzZ4ysZ8zm+Mabe2lr+TutInj+NtjTzJx3OZrX9mHVTvZa9Hwr08pSVI3M9EmSZI4edVC5k/v3bDd33pSw817V2pagxvct196xICKH7fXtuw0fxqX3vCLIaxU82ZN2fSzuPaKIzeZ8kzqNANNXrx0zXasWrL5jeMFsydx6qpF3Hbv33j1IUvrlt121iSOXbkNZzxtyYCuNWeQCblZJf+GdpoX7b+Y2/7wN2746e+bKv/hM/blB2v/wt8efZJj9tgagMuet5zxY/KS9X3F3Mn7LeQNR+zc1HWlsn3kjH3LroIkSV3DRJskSeKQnbfkmTvNK7sa6nDvOXnlsF+j1bWRjl6xNQcum8u86b385i/reOsXb6t73vtfuDdnfeQHG69bvUbbEA5zMOmsbjPQmH/lM3dgWtXI68XF2oevOXgZz99r2z7LjhnTwz+dsMeA63TZ85az75LZvPGzP+/33EuO2ZVjV/Z9fQ3OjEnjec/JK7nhp809ZHDgsrkcuGzuJvtOWbVoYIX7+Enx+1mjTXX745RVC1lTE/eSJGn4jCm7AhI47YYkjbTR/r072uun5hy5+/Cv+1dvyrbZNaPCjl25TcPyldA7esXWnHPQ9nzmnP3rnnfoLvOYOtFn1qTR4sjdtuIz5+zf5+e7WdN6x3PqfgNLzJy2ejFT/G7oGM4CqnZS3Xy2LS1J0sgy0aZRYSQXPZckbWpa7zhWLpxVdjWkIbHXollM7914k/tb5z+D7194yCbnXHncCn55Wf2pJMeO2dgm6enpYc8+Phvjx+Zzp00cRxy9ayvVbmgoR8dJnazyefUzo4ojls8f0HlvePbOzJky+Ok+x4wx1iRJkpSZaJMkqYvtOG8aP7v4sNLXZNvcpjevpldNDyZNmjC24bGZkyfw04sP27B2U+/4sZskzyDfHB0/dtNm8KzJ43nJAUvYb7s5A67HdWev5tUHL+Vn6TAO3WXj1KveepWkofepl6/moqN2qXvsRas3HXF40VG78N5T9xrQ+x64bC4/vOjQusfW1xsmXdhn8WzOevoSjt1z6EdRSpIkqb2YaNOo4IOnkqRqld+FXbaazjtesAcH77xluRXSqPHeU1aypFiLqS/vO20v3nfaXsydNnFA7ztvei8XHbXLZkm5viybN41zD1024PObYRNJ3Wag/YLROKXfVjN6y65CR9tr0WxecsCSusfSMcs3/P1PJ6zg9P0XD3t9xo7p4cIjd2G+/79rtOip/tMWhCRJI8nJ4zUq2ASUpJG11YxJAJy2emBrzoy0yhPkvePH8FyfFFeVI3Yb2DpvMydP4LBd+5427KYLD+ZXf3qYE6/+bp/nPWfF1nz+5nsGXMehVJ10mDc9Jw3nTJnAnx9+vJT6SKNFHwONSnHTBQf3Odp2KK1aMptf/vGhEblWO9luiymMHzuGY1duW8r1+xr9JkmSpM5mok2SpC40Y9J41l5xZNnVaOip4l6Va+1oOG05rZe/FAmrab2Nm8XvPGlP3nnSnrzoQzdx0r4L+33fVsN2k3XiiseRpvWO43sX5LXmfnjRobz9y7fzz1/95YbzXrD3AnbZenprF5ZGgXYdhbHl9JEb1XTd2atH7Frt5GvnHTTk72nuTO2k8u251Yxeznr6dqXWRZKkbmOiTaOCN1IlSdUqa7LtMHdqyTVRs7afO5Xvr72/7Gr0a8d50zj/8B15/gBGQHz4jH2HvT6XPnf5hvXlBuMfj9t9GGojjbwBdwtKSIB87CWruO+hx3jNdT8Z+YtrxFz63OX88cFHeefX7mCbWZMGXM4+rUaLL7x6DTMmu76xJEkjyUSbRgW7JJKkajvOn8ZHztiXfZtIOGh0uPg5uzJ/Ri/v+Mov+z+5RD09PZxz0A5lV2ODU/cbndO5SqPN+hIybQcs3YKHHntyxK+rvg312nin7reI9evXs2LBTJ6x48DXiHXqSI0WZXw/SpLU7Uy0SZKkUWnNsrllV0Et6B0/ljXL5o76RNtwGNJRDZW3qrln5sAJdZODdpzLRUftwsFv+2bZVdnMl89dM6LTRmpT15y5ipWLZg3Je92SDtvwd09PDwfvPG9I3lcaKZX2hzlfSZJGnok2jQreLJIkSdpcpY3kPTN1swljx2yYUrhslSUUF82ZzDdf94xyKyOm9o6jd/zYIXmvKRO9PSJJkqTmjCm7AhI4n70kSVI9Gwa0+Xi6usRAuwVlfSQmTxjHW4/bnX8/a79yKiD++cQ9mNabk2I9o2ARAruykiRJKu2RrZTSIuBC4HBgHvBn4OvA5RHx8ybe76CifF+ui4gTB/veGjkn7buw7CpIkiRJKk39rMXUmtFGZaaej997QYlX1zF7bMPVN/6KW+55sOyqAE7Tp9HDUfCSJJWnlBFtKaV9gJ8CZwHTgZ8B44GTgR+klJ7dwts/Bvx3g3+3tvC+Gma3XnI4lz13ednVkCRJGnUc/a9uN2nCWG695HBmTs5TSDrKs7tV/u/3q1HayI+DJEnlGfERbSmlycCnyQm2jwFnR8S6lNJ44FLgfODalNLSiPhDE5e4NyIOGLoaa6QM1dz6kiRJktpTX4mT3vFjWTR7Mg+s+yvjxrgKgkYHk30abXwQQZKkkVdG7+RMYFvgLuDMiFgHEBFPAK8Hvg1MA84roW6SJEnSqFN702w0rEskleFDp+/DVaeuZEYxsk0q207zpwOwdN60kmuibufod0mSylNGou2E4vVDEfFY9YGIWA+8r+Y8SZIktSFv97TOm2bqNv1F/JypEzl8+VYjUheNXievymt7bzNzUsk1gaNXbM2Xzl3DYbvOL7sqEuAabZIklWFEp45MKY0F9ik2b2xw2jeL14UppW0i4neDvMz0lNL7gO2Bx4E7gc9HxJcHXWFJkiQ1zRs9rXP6J3WrWZPH84ydtuTmux/gNYcsK7s6GmVO3W8Rp+63qOxqbLDM0WwaRXxER5KkkTfSa7QtBiYUf9/R4Jy7gSeA8cCOwGATbbOAl9bse0VK6avAiRFx3yDfT5IkSZI0gl576DJOW7247GpIkiRJUr9GeurI2VV//6XeCRHxFPBAsTlrEO+9DngvcAiwAJhITuydBzwMHAx8vhhVJ0mSpGHmE9Wtc+pIdRtDXpIkSVK7GekRbb1Vfz/ex3mPFq8DnnA9Im4CbqrZ/WvgbSmlbwPfAlYDJwEfq/ceKaWXUoyGW7du3UAvLUmSpBHw6oOXll2FUcNkhDqdk6ZK0uC85pClvOlztzC1d6Rv9UmSpAH/+qaULgUubOIav46IxcXfj1btn1CzXa2SkHukiettJiK+k1L6JPAC4FgaJNoi4mrgaoDrr7/evp0kSdIosfaKI8uuwqji0m3qVD2OhZWkprxw9WJe6JS7kiSVYjCPuTwM/LmJa1RPEXl/1d9zqLP+WkppDDCzzvmt+jY50eaj0JIkSWoL48bkpMMeC2f2c6bUWUwmS5IkSWoXA060RcTlwOUtXu8u8pSRE4AdqJNoI6+vNr74+7YWr1etMlWlY+glSZLUFnrHj+X6VxzAkrlTNtlfmTry5FULeZFPr6uDVGJ7vZk2SZIkSW1izEheLCL+Dny/2FzT4LQDi9e7I6JeIq5Zy4vX3w7he0qSJEmb+cWbDx+y99pt2xlMnVj/WbE5Uyaw4/xpQ3YtSZIkSZI0OCOaaCt8snh9cUppYvWBlFIPcHax+fGhumBKaWvg1GLzS0P1vpIkSVI9kyaMHZHrOOhHkiRJkqRylZFouxq4B1gCfCClNBkgpTQeuALYH3gIuLK2YErpypTS2pTStXWOfTyl9KyU0ria/fsCXwFmFNd93xD/90iSJKmOnsoccJIkSZIkSR1qxNcri4h1KaVjgS+TR5kdnVK6A1gEbEFeS+3kiLi3TvEtivPW1jn2LOB44JGU0p3Aw8DW5DXfIE8ZeVREPDiE/zmSJEmSpCFmol6SJElSuyhjRBsR8T1gd+CDwN+A3YAngWuBvSPi+ibe9vXAv5OTcFsDewHTgG8Xx3aLiJtbrrwkSZJUMlMQkiRJkiSNDiM+oq0iItYCZw6yzOnA6Q2OXQVc1Wq9JEmSJEmSJEmSpIEoZUSbJEmSpNatZ33ZVZAkSZIkqauZaJMkSZIkjQrrzR1LkiRJajMm2iRJkqQ21eNqbZIkSZIklcpEmyRJkobFA+seL7sKHc+pIyVJkiRJKpeJNkmSJA2LJ/5uEmi49DiQTR3OGJckSZLULky0SZIkaVjMnjKh7Cp0PNezUqcytiVJkiS1i3FlV0CSJEnS4Jz+tCXcdd86zj5w+7KrIkmSJElSVzPRJkmSJLWZqRPH8bYTVpRdDWnI7Th/GgCL5kwuuSaSJEmSNDAm2iRJkiRJo8IpqxayYtuZ7LbtjLKrIkmSJEkD4hptkiRJ0jDaZ/GssqsgtY2enh6TbJIkSZLaiok2SZIkaRh94mX7l10FSZIkSZI0TEy0SZIkSZIkSZIkSU0w0SZJkqRhsWSLKRv+XrNsbok1kSRJkiRJGh7jyq6AJEmSOtPsKRNYe8WRZVdDkiRJkiRp2DiiTZIkSZIkSZIkSWqCiTZJkiRpmEyZMLbsKkiSJEmSpGHk1JGSJEnSMPifNx/GmJ6esqshSZIkSZKGkYk2SZIkaRhMnmBTW5IkSZKkTufUkZIkSZIkSZIkSVITTLRJkiRJkiRJkiRJTTDRJkmSJEmSJEmSJDXBRJskSZIkSZIkSZLUBBNtkiRJkiRJkiRJUhNMtEmSJEmSJEmSJElNMNEmSZIkSZIkSZIkNcFEmyRJkiRJkiRJktQEE22SJEmSJEmSJElSE0y0SZIkSZIkSZIkSU3oWb9+fdl1GJV6enr+BPy67Hq0iylTpmzx8MMP31d2PaSRYLyrWxjr6ibGu7qJ8a5uYayrmxjv6hbGurqJ8T4qLFq/fv3c/k4y0aYhkVL6QUTsXXY9pJFgvKtbGOvqJsa7uonxrm5hrKubGO/qFsa6uonx3j6cOlKSJEmSJEmSJElqgok2SZIkSZIkSZIkqQkm2jRUri67AtIIMt7VLYx1dRPjXd3EeFe3MNbVTYx3dQtjXd3EeG8TrtEmSZIkSZIkSZIkNcERbZIkSZIkSZIkSVITTLRJkiRJkiRJkiRJTTDRJkmSJEmSJEmSJDVhXNkVUPtKKT0dOA9YDUwHfgt8DrgsIv5SZt3UeVJKPeRYew5wALAzOe4eAH4MfBi4JiLqLjyZUpoMvA44AVgCPAL8CHhnRFzfz7V3A94AHATMAf4AfAG4NCJ+00/Z04GzgOXAWOB24CPAuyLi732UmwNcABwDbAs8CHwHeGtE/Fdf11RnSik9G7ih2Lw5IvZocJ6xrraVUjoYeCmwP7AlOR7WAt8kty/ur1PmdEY49pptA6WUxgGvAF4ILAP+DvwcuDoiPtzXNdUZUkrTgXPJcbcUmAjcB3wPeE9EfKVBuaZjJ6W0CLgQOByYB/wZ+DpweUT8vJ+yzwFeCawEJgF3AR8H3hIRj/RRrunfIrWPlNJ84BBgH2BvYE9ynDRsp1SV7ZqYbqV9pdGhmVhPKU0DjgYOK8otJj/s/jvgG8DbBxCvbdU29x5RZ2jlu73Oe30COK7YPDci3tHHuca7Rlyr8Z5S6gVeDhwP7AhMAf4I/Az4ZET8a4NybdUXbaXt1U161q+ve09a6lNK6eXAu8kNxXuAe8mJj0nkD/gBEfHr8mqoTlPcfK2++fQr4H5yR3d2se8G4PkR8VhN2dnAjcCuwBPALcBMcmcHcsPtogbXfQ7wCWAC+UbYr8k3xqYDfwWeGRE/qlOuB/gYcHKx6zbgcXLDrwf4KvDsiHi8TtklwH8BWwPrgFuB+cX2U8DLIuL99eqrzlR01G8BFhS76jb6jHW1q5TSWOBq4Ixi1z3kG1GzyB2PXmC36kZ8WbHXbBsopTSRfLPgoOIat5A/bzsWp3wUeFGjB0bU/lJK25K/o5eQY2At+ft1e/J3LUCKiItryjUdOymlfcjtp8p3+R3AImAL4DHg2Ij4jwb1vRx4fbG5lvxw067AePLNgzUR8UCdck3/Fqm9pJReA7y9zqE+b051U0w3277S6NJMrKeUPgqcWmw+AvyS3HaoPGTxBHB2Hzdh26pt7j2iztHsd3ud93ku8JmqXQ0Tbca7ytJKvKeUdgD+E9iBnLS6HXiYHENbAT+KiL3rlGurvmgrba9u49SRGrSU0p7Au8jx80pg24jYi3wj7KvF63Xl1VAdqof8xOmrgXkRsX1E7B0Rc8hPYzwGHAm8uU7ZD5A7xjcD20fEnhGxhPzEyRPAG1NKR9QWSiltBVxD/vH5R2Dr4kdyK+D/AjOAebmtQQAAESVJREFUzxRPsNR6Jbmx9wBwYETsFBG7A7sDdwMHA5fUuWYPuYG5NfmHbEHV5+tV5M/de4unvdQ9/pGcZPtsP+cZ62pX7yYn2X4CrIqIbSJi34hYSo6/w4Df15QZ8dhrsQ10Oblj8xtgRUTsHhE7AQeSOyynAS/r538ntbd/IifZfgnsXrRlVpJHb15anPOmlNLKmnJNxU4xAufT5E7xx9j43b418Bbyjd5rU0rz6pR9Djkh8ThwXEQsiYg9yUnBnwK7Ae9r8N/Z1G+R2tKD5O/RK8gjFi4YYLmuiOkW21caXZqN9RvIfdSZEbEiInYjx+s15ATv+xu0N9qqbe49oo7TbLxvkFKaAbyHHHM/7Odc411laireixFp3yAn2d5Fvk+5S0TsExHbkOP3wjrl2qov2krbqxuZaFMzLiIPxb4mIt5dyXYXw1NPBP4GrEopHVliHdV5bgJ2jIh3RsQfqw9ExEfZmGA7M6W04bstpbQCeB75iY0TI+LuqnKfBK4sNusl6F5HHvb93xHx+oh4oii3DngJOfG3sPh7g2I49huLzfMj4saqa/4cOLPYfFXx41ztaGAv8ufoxOJzRUSsj4h3Af9O/vy9qU591YGKaQFeRn4a8HN9nGesqy2llA4kx/hvgWdExE3VxyPi8Yj4UkT8uapMWbHXVBsopTQX+Idi88yoGplX1P38YvNNxeg+daajitfXRcQtlZ0R8Vjk0TA3kx8senblWIuxcya5w31XUXZdUe4JcsLh28A08tQztS4uXq+MiE9VXfNu4AXk35oTUkrLqwu1+FukNhMRH4qIQyPiDUWc1D4QsZkui+mm2lcafZqJdeA1EXFURPxHVI2mKdoMp5NHE4yl/v//7dY29x5RB2ky3mtdSb4R/wrgoX7ONd5Vmhbi/UpgG+DdEfGq6r5q8b5/iIgv1inXbn3RVtpeXcdEmwYlpTQVqDyt997a4xFxH/DJYvMFI1Uvdb6IeLDS4GrgP4vX2cDcqv3HF69fj4hb65S7qnjdO6W0Xc2x42vOqa7PY8C/FZu1sX5QUYeHycOva8t+iTz1ZS95PuZqJxSvH6/9oa6py5EppSl1jquDFE/tvZ/cOXllP6cb62pX/6t4vTLqTNnVwEGMcOy12AY6hvyU7p0R8eU61/wIedqQ+eSnCtVhiptBE4rNOxucdkfxOr5qXyuxU4n1D0XNtNpFx/x9NedV6roDeX0KqP+7cCt53cTNytLab5G6QzfFdLPtK3WABm2MyrEnyKMPYOO0XdXapm3uPSLVSik9g3xz/tMR8fkBFDHe1VaK0VunkEe1D/bhsXbrizbV9upWJto0WHuSf6QeJy/aXk+lk7J6RGokZZOq/q5eyLwShzdSR+RFddfWnEtKaQH5qY2GZdkY6/vUPPVReZ+bIuLRBmVvrDl3QPUFvkv+/E0CBrUQsdrSm8id7wsi4nf9nGusq+0UyeTDi80vp5R2Sim9LaX0xZTSDSmly1NKO9UpWkbstdIG6u/z+Sh55Ha9suoAEfEkeQ0ogP1rjxefhcoaDt+tOtRU7BTf1fv0VZaN8bowpbRNnWveVT16p0HZwcZ63d8idZWuiOkW21fqDpX+67rqnW3YNvcekTZIKU0iPyj6IP0/KGq8q10dSX4w7icR8aeU0rEppY+llL6aUroupXROMeViPW3TF22x7dWVTLRpsJYVr7/uY3RR5Snd7VJK4xucIw21k4rXmyPiwar9lZi9g8YqMVv9NGGl3OPkub37KtdLXgi0pWumlCawcVH1umWLaUcq9an39KM6REppD/I0GjcB/zKAIsa62tEKNo7e2Z+8RttrgWeRp897PfDzlBeprlZG7LXSBmr286nOcgHwJPDWlNJZKaX5KaXJKaW9yGsfLAI+GxH/WVWm2dhZzMYRdI3K3k1+Ere2bCvxaqyrP90S0620r9ThihuwlRE236o53G5tc+8Rqdol5LUvL4iIewZwvvGudlRJPv02pfRp4FPkEW7PJI/seg/wPymlXasLtWFfdDHNt726kok2Ddbs4vUvfZxTOTaGvFiiNKyKG1SVRTuvqDk8mJidVafc/ZV5j/so16jsYK85g43fy4Mtqw5SPDn0wWLzpRHx1ACKGetqR1tV/f0v5PVK9id3pBeTp8UYC7w9pXRE1bllxF4rbaBm66sOUiTQngX8CLiavAbEw8APyB32V5EXYa/W6nd7w7LFb0tlutah+G5vtay6Q7fEdCvtK3W+y4AtgT8BH6o51m5tc+8RCYCU0t7Aa8ijbTab2q4B413tqNKHPYq8jus7yOsI9gJrgJ+Tk8LX1yyD0W590VbaXl1pXNkVUNvpLV4f7+Oc6iHbkxqeJQ2BYm7kT5O/zz4TEdfWnDKYmK2O11ZivdVrNlNWneU8YCXwloi4eYBljHW1o6lVfz8GHB4Rfyq2fw2ck1JaSJ6e481sXI+zjNgr47OizrOU3Dl/ivwE6APkJ7+3AF5CTrp9p+r80R7rtfFqrKs/3RLT9ptVV0rpJHIyAuCsmtlYoP3a5sa6KEbPfBBYz8AfFAXjXe2p0ocdD1wXEedWHftW8YDoL4ElwOnkEW7Qfn1R79sMkiPaNFiVD8+EPs6p/iA+0vAsqUUppRnkm64LgR+Sf8BqDSZmq+O1lVhv9ZrNlFWHSCktBS4G7gLSIIoa62pH1bHwkaokW7W3Fq97p5S2qCk3krFXxmdFHSSl9DbyguEPAbtFxOKI2IP8tOj55KlUv5ZSWllVbLTHem28GuvqT7fEtP1mbSaldCjwb8XmhRHxuTqntVvb3FgXwP8GdgfeFhE/HUQ5413tqDqG3lZ7MCJ+C1QGARxedajd+qLetxkkE20arPuL1zl9nFMZWvoUeQFUacillKYCXyAvCHoLcFidpwFhcDF7f9W+yt+zUko9/ZRrVHaw1/wr+XPTTFl1jqvIDZWXR8S6/k6uYqyrHVVPQfGLBuf8T9Xfi4vXMmKvlTZQs/VVh0gpLSePYHgSOD4iNsR1RDwREW8F/pX8/X9pVdFWv9sblk0pjQFm9lG2mXg11tWfbonpVtpX6kAppTXAZ8k3K6+IiP/T4NR2a5t7j6jLpZR2AN4I/IrBPSgKxrva02D6sEuq9rVbX7SVtldXMtGmwbqteF3Yx6Ke2xevv+pjgUapacXi0TcA+wG3A4dExJ8bnF6J2R36eMtKzN5Wta/y9wTyiLm+yj1KnuKspWsWi56u7atssXjqgjr1VefYizzlxodTSvdW/wP+uThn16r9+xf7jHW1o1ur/n6swTnV+8cWr2XEXittoGY/n+ocTyf3vW6PiLsanPOF4nXfqn3Nxs5dbJzipVHZBeQpb2rLthKvxrr60y0x3Ur7Sh0mpbSa3H+dDLwzIt7Qx+nt1jb3HpGWAxOB+cBddfqwlf7qm4t9368qa7yrHVX6sOtpPKVipQ9b6b+2Y1+0lbZXVzLRpsH6MfnLYgI5yVHPgcXrdxocl5qWUuoFPk9eYHQtcHBE3NtHkUocrmnwfgvZOELiu5X9EXE38Lu+yrIx1r8fEX+vc819ivrWs6bm3AHVl/y5m0BuZP6kwTlqfz3AvDr/KgvajqvaVxnCb6yr7UTEPWzsbGzX4LTtq/7+bfFaRuy10gaqbD+9XqHiv2HfmnPVWab3f8oG1THdVOwU39WVG1n9fbffHRG/q9pfeZ/FKaUF1NdfrA/qt0hdpStiusX2lTpISmkv8nIHU4H3R8Sr+zq/Ddvm3iNSxWTq92ErN+GnFdtzKwWMd7Wp/y5ee9h0xFq1Sh/2tzX726Yv2mLbqyuZaNOgRMRDbHza9mW1x4u1U44rNj8+UvVSdyie2vgUcDD5x+qZxdzHfflk8XpQSmmnOscrcfzDiLizQdmz69RlIhvXhKuN9W8CfwKmAKfVKfss8g3lx8hJw3rXPD6lVG9odqW+N0TEw3WOq81FxMyI6Kn3D3hxcdrNVfu/Uewz1tWuKvPXn1LEW60zi9dbqxrvIx57LbaBPk9+GnD7Yn2WWi8k35z4A3BjneNqf7cXr8tSSo065EcUr9VPg7YSO5VYf3HtZ6uYnqnynb9JvEbEHcDNxWa9WN+JjZ3qTzS4ZjO/ReoO3RTTzbav1CFSSrsBXwJmAB+lTvw10DZtc+8RKSI+26j/WvRhv1mcem6xb3HNWxjvajffYmOC+IzagymlKcCJxeZXag63W1+0qbZXtzLRpma8mTzf68kppVdU5lFOKc0m3yybRs5431BeFdVpUkpjgWuAZwP3kpNsjaZe2iAifkKeC38McG31U6wppeOA84rNi+sUfwuwDnhaSumKyvDsYurKD5CfXLkb+GDNNZ8ALqu8RzEff+Way4uyAO+KiPtqrvk58pMq04r6zi7K9aSUXgmcBPwduKS//3Z1F2NdbexK8nzuC4CrirgDIKV0MnBWsVmJtTJjr6k2UET8EfiXYvMDRR0r9V1D/gwCXBIRT9a5rtrfF8md13HAJ1JKO1cOpJTGp5Rex8YbSR+uHGsxdq4G7iF/h3+g8tkqvuOvIE/l9BD5M1gritfzUkrPr7rmAuA68m/NJyPiZ5sUau23SF2gy2K6qfaVOkNKaSnwZfK6Nx8HXhwRT/VdaoN2a5t7j0itMN7VVorv8ouKzVellI6tHEspTSXH6pbkRPDVNcXbrS/aStur6/SsX7++7DqoDaWUXgG8kzxM9h5y4mNnYFKxfcBAkiDSQKWUTiIn2iBPM9bXkORXRsSPq8rOIT9xsjPwBHALebHOxcUpl0fEBQ2u+1xyx2g8cB95TvCl5CmgHiRPXfmDOuXGFPV9QbHrNvITJLuSO+rfAA6PiM3WJEopbV/Udytyg/NW8nznW5PngD4nIq7q479fHSqldDrwr+QRbXvUOW6sqy2llA4C/h/5idS/kWNhHhvXanh7RLy2pkwpsddsGyjlKTm+SJ524yny53MCsGNxyjXAqRFh47xDpZSeSe5cTyXHwG+AB8hTy0wrTvs0cEL11EitxE5KaRX5Ru808gLsdwCLgC3In5fjIuL6BvV9C/C6YvOuovyu5N+JW4CnR8Rmi5638luk9lIknX5ctWsiOb7/To7tirdExFuqynVNTDfbvtLo0kysp5S+CDyr2P89oNGDNL+PiOPrXLOt2ubeI+oczX639/F+3yCPGj43It7R4BzjXaVoJd5TSu8Bzik215ITa7uQ+7R/BZ4TEZvNVtJufdFW2l7dxhFtakpEvBs4CLie/CW0HPg98A5gd39QNAyqhygvBp7Wx78Z1QUj4s/APuSnP+4EdiJ3jr8GHNPXzZ6I+CywN/lJ1yeB3cgNvQ+QY71ux7h4wuUk4CXk9Rq2Jk9b8FPgtcCh9Rp7Rdk7gd3Jn6d7yY3ECeTP24EmHtSIsa52VUyBujs53u4HVpA7OF8Ejq5NshVlSom9ZttAEfEocAjwv4o6bl/U+TvAGRFxikm2zhYRXyPHyzuAX5CfdF0OPEKeCuakiHh+1KzV1ErsRMT3yLH+QXISezfyd/y1wN59dYoj4nzgeeTfkFnk35Q7yb8x+9ZLSBTlmv4tUtsZC8yp+je1wf7J1YW6KaabbV9p1Gkm1qv7r6to3Hfdp94F261t7j2ijtLUd3srjHeVqOl4j4h/AI4lTw85ndyH/RNwFbCiXpKtKNdWfdFW2l7dxhFtkiRJkiRJkiRJUhMc0SZJkiRJkiRJkiQ1wUSbJEmSJEmSJEmS1AQTbZIkSZIkSZIkSVITTLRJkiRJkiRJkiRJTTDRJkmSJEmSJEmSJDXBRJskSZIkSZIkSZLUBBNtkiRJkiRJkiRJUhNMtEmSJEmSJEmSJElNMNEmSZIkSZIkSZIkNcFEmyRJkiRJkiRJktSE/w+JLkb/Y+XkBQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb66d522198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb53710a518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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32d4/osVbK9U/4tOX/+nt+sg7vV2aLXyTFWmWNgBplocyKHl5qcUbL2GZrmv5PRuOx93mj8+WaMvRtrQc36089NYDkuKWtzhr0gHewiB1AHA/J2bShRNwJ8fY5tRJ/461hlxUpmm+UdJKBRNseyX9JNF9GIbRLunm0LffNk0zarvYMIwHDcP4hGEYn3jta1+bRMSIh3sBuEm6349Z29GU5O+tsq1flz+5b8bjPUNj+snDhZaPOzganBHGTLrIvjl/e1r2e0PBYc1bd0zfvC89+88krkVA9vivx/emvXy1UwZHkp8B7VWcn5HN9tZ06n+fLUl5P9naWc/nH4gkWzsVACD7OJGkC9dMe0uMbcIlMf2SYq0hF5Fpmq+TtErSGZIOSfpKnLXoYtkxKaY3x9oQADKprjM4a7clQnnCVPxxWYnmbzwxSt/OmQC/eKxIT+6uSfh1V71YGvHx08012lQef6ZA+L49XKaU2xVn+LIoOZq1iXTAJc6bt0U7KzrSeozjrf3aW5N8OWe7z2jhgSR2cOIcZb5yKPMHBXLEJUsKVdE24HQYWeVXT+7TQ6y5DAAAXMCJJF14EYV/ME3zpCjbvC/0tdIwjITqrJmm+VpJBZI+JemopC8ZhpHKHf7kspxOlAcF4ELpHK15w6tluuD+HXG3e2xnMNl1xOa1sZ7fV6/bVsdf7yYZPn9AV75QqhsLyhJ63exZqfU2Tv97kWABgOS8eqApI8c50tynq1+KPEAjrKyxV/lzCyYGrXjdv16/zukQUvLw9mpHj8+1Hdksz0VvcDfFkoqCg0267tXE7kkALwgEAjrdXKOle2pD3zscEAAgLieSdMWSRhQsd/mpKNt8PvR1ZyI7Nk3zVEkvS/qcpGpJXzQMozm5MCd8NPR1WFJ6h/MibaibD7v50/ieWrytSiNZvt7Voq2JjVqdk2qSLjTfwY4/WyAQ4JySIn6HAKyId55YVlQnSVpT1mL5NdPNW3cs8cDSZGhsPOHXWP15/Vk0kzmaQEDKn1ugO9ekZ6AR4CQn02LTj00bDnA3nz+gnqEx5cCl3xM4ZQKwIuNJOsMw+hUsRSlJl01/3jTNt0r6bujbZVb3G5qV97ykL0qql/QFwzCOLCzSAAAgAElEQVTqU4nVNM05kv4Y+naDYRi5t7hDFvjuAzv03itWOB0GsgztrMxKdcRuz9CY/P7Jq3Akv7/3XrFClz8xc308WNMzOKYPXr1Kn7llg9OhxBR+z0zHTRaQOfE+b5MvDYFAQO39IznX5nvvFSu0qjT+7MZ//MsKPRtKamarVw80SpLu2XA8zpaAB9mUpaMdA2S/GYl1R6LAZH3DY/Jl6TrIAOzhxEw6SbpOwfXmLjZN89emaeZJkmmab5b0jKTXS9qjYNnKCaZpbjNNs9o0zd9Ne3y2pKckfU1Ss4IJOkvTNEzTvMU0zR+bpvn6aY+/W9JzCs7284VihgeVNgSXI6xqp4Y/7JPOmXSYKdV+ifPmbdUda8snOiaaeoZS2t+qQ6lO0s5dp1+3RqM+vxp77F1L0U49g2M63Vyj2+PMxqjtGGQ0OTynrW9E4x4ZWm01yo7+ES3aWqlP3JDhcpEu+TWuKp15TYq0nuzLJY2ZCMcxfcOMp0T2mpUlJSbdrmdoTM09w2rtHbZ1nVAgk6I1TwZGfGrtc+89WLYKSPrna9do7vKD6h4cVffgaNzXAMg9jqyxZhjGPtM0fyvpHkn3SrrCNM1mSR+W9BpJjZK+bxjG9GvLuyS9R9Kbpj1+oU7MvhuW9LBpmtEO/xvDMIonff8hSf8naYlpmpWSOiW9UdIHFewXHpZ0qWEYuxP+QWGrVNcbqekgSQf7uKFfnlv1xBQcaNL73xYcj2G+wvoTXtY3HOxA+cDbXx9/4yR0hm6cVhxs0p/P+1DEbQ439epPzx3QlV/7sH7xuX9MSxxAqvbXdev0d71ReXl5auweUv+IT/9+1xb97DPv1TVf/6ek91tc26WPv/tNEWc5Z/LaFE5ELdhUkcGjuk/EJkmEP4Qb2i52oP2DXOSmHN2Iz6+yxl790zvf4HQoEwI2jZq47PG9KmvqVc/QmN795tdo65+/YMt+ATf4+r3bVNk+oOpbznc6lJwSHuC9fF+9ntsbLPjG3wDAdE7NpJNhGPdJOkfSK5JOUXDttyZJ8yR9zOpMuJBTJv07X9JnYvz3xmmvvV/SQkn7FZzB9y8KJgMPhWL5qGEYTyYQC9Lk+w/uSun1eXl5rrq5gbtVtw/oeGt/1OeZPZNZdnx2A5P+D2+75KFCffmuLWnbv5XPd3jgyJ7qzrTFAaRi67E2fWv+dj2yo1qS9OlbNujfQ5+bNWXBmVfJXsu+vWCHXjkQv8RitovbKZyhdqfVPyNVAADvctNt7BXPH9TX7tmq9v4Rp0Oxxcby1okydDsrO9QzNCZJqutMrfIG4JTpl/vugVEVVXeqkupSjmjtDZ4rJ/9ZeobGVFjFfSSAExyZSRdmGMYWSZZ72QzDyI/y+COSHkkyhtWSVifzWniLm25s4H7n3L4p5vO50M814hvXKXNmZ01y2x8I5MTfLRcU13Zn/JjHW/vVNak0CW8luNm2Y+3aUdEhSdpR0aF3/e1rpzwfPhemck6sbJs5kKWwqtPW8uLxkojZcn1KldU/I9dAAHYoqgl2LA+M+PTW150SZ2v3++nDe3TpZ9+rq/4j+RnmgJtMH0R0x9qj0lqHgoFeKG6QNLUd9ovHilRY1amy676i157saNc8AJfgTICcQUcO7OSGfq6G7vSO7rxjzVH95WsfTusxrEv9A0znJKyKVMLvS3duliR9+P8FSztxSYGb/XDJiSrta8tatLasZcrz4eRXKqfFSMvaXbhwZwp7RLKszpCzqxycFyzeWqmffDpfc2Y7VjgGsJWb1qTzyLKmCVm8rYokHbIG973ud7ixV5Lky8YTKoCkcNeCnJFHlyps5IaSUYOj4ynvY1VpszYfbYv4XGtvdi0qHQi4I7kK+1S09Wvx1kqnw9BD26p0vLXP6TAAy8LnwpRKN7vgOuj2ll3G4pv0p/D7A7pr7VF1RChD54I/WcbcUHBYz4bWfQGygV05OjtPA9l2f33HmnKnQwAAADmKmXTwhK3HIicREuGiwYfIAtnS0XXZE3sluX/hYjs+v219Izrt7a9LfUdwjQvu36HuwTFdcla+Tp7jzLijvDzpulfL9JqTZuvw9ec5EgOQKDsGmmTJZTArTJ4ht6e6U3evPxZxu1xrCw+M+JwOAbCR+z7Ao6F13FzBhovSvRuOp74TALCAdjSA6ZhJB0/40ZLClPcxuWNiWREja5EaJ0tGNXQP6caCsrQfJ9sajqPjfk/9TPVdg7rkodTPfdks3AFr9+fRyuyi6VsMjaU+sxXItFQ+Oc8W1euWlUdsiyWSePG5Lem0sbxVf3q2JOPHDZ+yHtxSoQc2V2T8+Jm2YFP2/4zAdG4730nShiMt8TcCkHHZMqA4F7jw1A7AISTpkDMuWVKop3bXOh0GssSiLc6V2Pvt08VatLUq5f18a/52S9ulq+GYSEkZu2LYVJ76rNxMuWPNUW2JUooUQeEyS5m8EQ0n8LihQjZI5bPT3DucEwmhWKb//n768B5HSiyG47hpxRFt9NB1LhWR1g4FshnveADwFittFfKpAMJI0iFn+PwBldT3OB0GsoQdSbJkjdm0uPD+um5b9pMsSsrE5oZ1D93mwS0VOuO6NWk/Dp2/yBVOzgq3QzZ+Vkd9iZePs/p3zKbLiqUZz1n08wJ2CQQCWlXarM/ftlGDo9ZKwkb7KGXbmnRAtvB6+y5bpLT2M4CcQ5IOALJAa99wyvs43tqv/LkFE9/7xt3TqMzCfti4/uYUlo2d7qYVR9Q1OHbigdD7wh8IyGfjuiiTb6jG/QH5LSbG/f6Axm1KogPpFH6L29V3kK73fk3HoPLnFqjE4UElyQgEAkkNtnDVGk9ZwDfuj9pJlj+3IO0lWwG3CUi6dfUR1XQMqrV3JO72+XMLog6s8wcCeraoznI7yYvy5xboiV01TocBJITckHfkYDcHgChI0gFAFjje0p/yPnZWdkz5vuBgk6rbB1LeL5BuCzdX6v1XrlT34Kjt+37fX1ZYXhvws3/doI+b6Z/pB4T5xv3qGRzTqM+v3uGx+C9Ik28v2K73/WVF2va/OUrpXzd3bFz9Uql+9khRRo5FZ1xkW4+36/1XrpT5SvR1fHO9ZCtyU3hQRaqnjkVbK/Wn5w5oeXFD6kG52KKtzi1zAKSD0+3GXBGr4kP/iLWZzAByB0k6AMgCdV2DKb0+WiOxvKUvpf3axevldLoHR9XaN0zSM02eLaqTJLX2xR8Rnoxtx9stbdfYM6w+briQQVe/VKrTr1ujSx7arY9dm3iC2I7kTl3nYNrLiX/079+Q1v3bLRAI6Ildya2DTGkka4ZGx+NuE17X9dGd1ekNBshR7f3BwVE9Q8539le00cYGwuK1JH64JLl2IxJjpU2XbHsRQPYhSQcASeroT09CIK4Ijb3/e/6g+lIYDff1e7dpf23kcmLZuOZPpn38urU688b1Ouf2TZYTdbnwW99b05XaKMLAlC+2zyYZp7McLvdicaMkaVdlZ1Kvt2PNkrNv3ZjyPuKJ+lF06Ykyiyu/uUZRTZflbV36NgES4ubmuNOhbT3Wph8s2pW2/dMchJd0DYzqeGvsKjuFVcm1G2G/zUdbnQ4BgEuQpAOAJJ1z+yanQ5hiaCz+qPJAIKC1ZS0z1g6qah9QTYd7R6C6uWMiUS291tYPzIX+gAvu36GbVxxOeT8T62ul+Fvz+wNac6hZxaGEdV3nUPRjhr56fZYn4AXROkjd+vljNpw7nJn/ZknSrGxqRACpClhPqllda87pj9gxG8r+x2LHgBYgU867e4u+NX+702FADHYGkBiSdACQpL5h75W1W1PWol88VqQv3rFpxnODFkpHAXZbW9aS8j7s6jx5bGe1fvn4Xi3cEn+Nouf21ttyTLdp7R3W81n6s+WC6vYBbT0Wef22SLySS4o6kc6lfR+ZnknnkT9jxp31vrdIiv8+qe0YnCiNCbjRxvJWtfRmvoKH3+JFwqWnYiAnpXKuqOscjLoOMNLDrQPOAGQeSToAcJEXipPvHLeSNGgLrdlV3TFzDbuypt4Zj6W7yRhO0OyoaNeOiujrfrmxI9bKejiIL5XO5XByzq5EQ2NPcJajlZvbptC22Ta6+soXS/XHZ0vUNTDqdChIwjm3b9KPlhRa3t4r716rHcWZFi2sTJ8X4pW1CnPjtTSdwjMaJ49k7x0e06ItlVNmO37uto265CHrnxsg03768B7b9pXI+ckrZb/THaVHfg1Ays65fZN+zPUQABxBkg4AXOT3S0uSfu2tq8rjbuO2e8xfPFakZ4vqdPGi3bp40W6nw0nIh69ZpReLG2Jus+FIi1aVNmUoIm9KpeNj+mvt6kSJVapu+lOrD6U+E9BNimuD6zz5WFQrJ3i9LKMbck5Do+O6ecVhDU8qOZ3Kr/WONUcTfk2VxbVOc82JssQnXPvyId244jAzBQDFvwb4/bFfH85/Z3tJN49fKgHLpi+JAQDIHJJ0AJBLXHiX+afnDsR8vri2SysONmcomsSsOxw7QfOzR4p02RP7MhSNVyX/npz+ylTf3la6mLJt5tx0LjxFIA0C0766XbTPphv6hRdtrdTCLZX60NWrJh5L5XP0yI7qpF439/nY19J0GRjx6U/PlqhnaMyR48cS/jtMfp/0huIc9cXJPgA54LpXy7SnujPq826dxQzAHgs3Vyh/boHTYcTU0T+iPz9XMmUwlNt1D47qT8+WaHDUe8ujAHAOSToA8JghDzVQ7fDtBTucDgEuZfcsoIlZFzF6/r24FmUy3JD8QPqEPzpe7H9t7x/RhQ/sVGvfsOPreKw61Kyx8ZnJnh8/nPlSUc/sqcv4MSXp8V01enZvvRZsPO7I8WMJJxhmTTqhnUjczXzv9A2P6cIHdqqmg5mJyA2bytv0m6eKoz4fr9xlpES4E7w+Kxxwys0rjzgdQly3rDyiZUX1WrKtShfcv0Pt/ZlfnzNR89Yd07N76zV/Y/x1zgdGfbpw4U5VtlkrXQ4ge5GkAwCXsHqDmUoVCrffwv7n4l1Oh5B2Vv8G9DfEl67ZQImUu4ylrnNQZ1y3hg5fuJdHzjOLtlbqR0t2T/y7sLpTj2yvdrxjWJLu3TAzOVVYFX1mSrYJl8Zadch9M94jlbuMZW1ZiwqrOzVv3bF0hQQ4LhCYmqRu7h2Ovq3FCacuOBWnFUlAwDnhT9/D26u1t6ZLSycNSvrlY0Waty52mfBnCmv1zfu2pTHC1Byo71FhVaduXxN/6RIA2Y0kHQC4hNXkWyZvFDO9xsT24x0ZPZ4T5rtwtoGTbF2TLsWMg93v9uf31atrcEzP7623ec9AbtlT3aWtx9olSa89aY6kYLnCbO8Yttuuyk6dfesGW0tThmcX13QM2rZPu4SvEbPy8vSVu7Yof26BGrqHnA0K8JB4M+kAwElrylriDqyZu/ygSup7MhSRPVaVNit/boF6h91XShxA+pCkAwCXsLpQcyq3y4neazNyNHnR6vuHO5rjccMMkUzIxndYIBDQiG88Zlk1wA6pvrW8uMbirNDPvHhble6JMIsNsdV1Dul4q30lleq63JecC5tow+RJ5S19kqQjzX3hhyJsn6HAAAf5EijJwX0AkDuq271R+WNodFz5cwv08PaqGc+VNvQof26B9tZ0aWzcb7l/xW7Jts9Pu2qlfvlYkRZsCrZvq9oGlD+3QP/zdPSyxACyB0k6AEhB7/CYhkbtWSPO8uLsKbQ1uwcTG421eOvMxi/gNv7QDZhdfUmp7uaudcf0watWaWDEe+vX0R2XW7zY/zprFklvN9lf2+10CFElWu4SyAX/9fhey9tavkRk+WCkgKTWvmGSlshaoz6/9tZ0OR1GHMHPX8dAcE26Jdtm9lNsPtomSVp3uEUfuHKlvvdA5LXtewbHNOKzpw8nkmTXTB71+bWmrGVG+/zlkkYbogLgdiTpACAFH7t2jc65fWPK+/H7AzoaGuUdi2/cr8oURrndFadm+3SF1bmzrk4y0nmrniv9AFY6PIbHxlUbo5Rax8CoPcGE76dihGSlH+rZouBaCXaWlItlYMRnewk33/jMX0Jr77B6Ekz0I71SPU948TST5X3BGWLfX36Wi+8mw9eXZBK7LxY3aP3hFrtDAlyhM0K7aWDEp/ppM2NzpS0aT1PPsM68cb2e2F3rdChAWoz73VtbYfoVPNJ5aXhsPOIa4PuiDCQ6/bo1+s9Fu22ILrJk2qrJJvYAZA8X31YBgDe09I6kvI8Ht1bqG/dtj7vd+iOtCe+7pmNAzT3RF4WPJ9Mdok/sqsnsAeEoKzeE//N0sT53W+rJcDtY6bDKdKfWv1y/Vp+5ZYMt+wp33F3zUumM5868ab0+efM6W44DZ434xrX5aJvnZgWUN/clPCMc6TXLxVnTSdUuZz4X4bEXihskBWfM/G7pfv380aK0xQY4afogogP13fr+gzv12b9ObWu5t9veGdstlqwHvCYvz/3lbaeHN7n58Zuni/X52zZNlLe08qMUpXHmYKotIxc3rQCkEUk65KzW3uSTFoDdimutNRI3xknS9UVYXPjzt23Sp25en1RcUuYTDle9WBpz1lQ22F8XvzxYrjTOrby/rK7jlyq7RzCG/4bp+luO+vxaW9aiEZ/f9n3vrOjQqtKmGWs5DI/ZfywkL9n3Vt+wTz9+qFAHGnrsDSjNvjJvix7cUul0GJ5n53XdzUm68OnLaoxlTb2SpO3HO9IVEuBK37hvu0obemc+4e4+ewA2CQS8/XHfXB4sc7ktxj1jIBDQ6kPNGhtP/71Mqk2jhi57K6QA8AaSdMhZAzatIwZkUnOc5PI/X7smQ5GkV99Ids+U+Nb82LMm2/tH9FSOlNSxMmpzjkfXoEpXgrupZ0grDzbptKtW6hePpWemR9+IT5c9sU+Lt5IQyWad/TaVioWn2HlqcvPp+aHtwfVqIpVEbu6Z2QHm4h/FNrsqO3S4KUIyBq7l9tktUvB9FebLQAf4dJn6FXUPcc1EdvJ74DwTTnzFCjXWUh1bjrXrvx7fq7vWJrb8RzLykqt3OSFSu2XU59fThbUTa7EDyD4k6QDABay2i62UrTz/nq0Rb+i3hBZSTpQTg+TfcOpJjh7faTetOOx0CK4ye7a1N0Gy95dDo+Oav/H4xA1qrN244f14wYIduvzJfbbus65zMGKp2cbuIT2wuUK9EWbpwvvGPdApA3dLqiPKBa5+6dCMx2xb39TFLnpwl75691anw0ACnDxNWz10wYEmSVJZY6/ef+VKbTiS2fUcM1WWc1cla3UjOy3YdNy1yR8rzQwr54Cu0DXe7nW8I0mmaRQ+j0bzwOYKXbH8oJ7fV59kVADcbo7TAQAArN8Ej1oYnXqosVcHG3r0sXe9acrjlzxUmERkzpRbOHnOiTEks/Ly3NuRnKawyhpzZ5R777BPgUAgZkdvumfSzVt3VAu3VOqtrztFUuxR6/0jvrTGYkVjCmtMRnPpo0Uqb+mb8fjWY+2qbB/Q0eaZz8H73Nohg/Q6UN+jA/U9+vln35vyvmZ7NEkHeIWTM1wSPfSi0Oz7nz1SpOX//Wn9yz/8bRqics6pJzHGHdlp/sYKffb9b3U6DEvC58S6zsT6KDK5xqbdSyhIJ9YN7x32qbi2SwcbenTJWfl6bGe1PvauN+nj735T7B0AcD1aGchZXigdAkznG7f2vu0f9ukPS/ervX8k5WM60TkQCEhLtlVpVWlTTpSfmi7XTk+dcWYvtKe5JF848TYyFr8Mct9w/CTdwLRE3uQbtaV7arU8hRGQLxSnZ/TksC/yzx4eGMBMuuw0bOE9j+xz/atluv7VMlv2RY4OSK9MNwnXlrXowS0VoWMndvQXihsm/v2dBTtsjcsNznh3diUdgclGotwLOG16wivZc2L4/tqrzZbJ7a1vL9iha0IVAa556VDcpTQAeAMz6QDAQ6yu8/BCcYOWFzfolJNmp3xMpxJGdnUgptPG8ta07NcL6wJkk4k1DjT1a7L6Isy2u/TRIl38yXfr/54/KEmq7hjUKXNm6Vfnvj+hff9+aUmK0UV2ypzI47ZmhX45TLjKTte+4v7zLNIn3ixmK2aRpXO9+q5B/erJfXr4p2c6HQqSkOkmYXit219+7n2ZPbAHxEpaDoz49J0FO9TUM6Tl//1pvf9tr89gZEDqvHL7aSXOSJ/V8Osy8WPaVQQmUhOLyQZA9mImHXIWlza4idW2lmvLPtosk+UoUvE3p6RnrIs3fvrsE55RZ9fH7ETyL6B1h1v0s0eKJp67Z/0x3ba63J4D2SBaWZbazkFJJI7dYvPRNn3ihrUaGnXnaGd4y7gN2fdZ3E263qItlSqp79HL+xvibwzX8VK5S6dkKs5Ip8yFmyv0vQd2aNvxdpW39Kl32KdbVrqnfQekS0f/iE431+hgfU+Gjhi8V4nUT2ClvGQmThM1HQP6yDWrVBO6f0rV5vK2iX+no4QmAHfhtgo564t3bNZvnyl2OgwgxFqzMdGb0KcLa5OIZSoGyUf36fe9JS37ZYRccorruvTThwstzziNZsimEoAvFjdKir3u1w2vlukTN6yztL+dFR22xJUMZtK5g/nyIbX3j+qvq45I8m7JHriDHQN/6DRyp/+4d6t+v3T/lMeYOYtEcemfJsIv5OaVR7SnumvKY0Njzq9fDKTbtuPt6hka01UvHlT+3AK9UtKY1uNN9ElE+BxaGeCbifvr5fsaNDA6roIDTbbs7461Ryf+TZ8MkP1I0iGnvbQ/vQ0J5I78uQV6prBWw2PjMTvkU2V113aMjnfSWTdvcDoESyK19X/11D7lzy2wfb/Z7GeP7NE/XlGQ8loI17x0SBvL29TYPRxzuwsX7tTHr1uT0rGsCK/n5ovxeVy8rSrm2pG+cb/y5xborrVH9cTumpjHS+fNJ4ljd2gLvVce2VGtcX9g4j0GJMMf5e0TCATUZ3EdSjqN3Km0oXfK+mDwLqcuv6M+f8qDnrJNYXWnuuKsoyxFP7cCbjY4qUrDE7tqNPf5AzHvaU+aHexO7hwMfibmbzyu/LkFuurFgxr1+TU46pvokwgEAuoZtGd9ayunxIWbK5N6HQA4iSQdANhkybYqfejqVbr6pdKEX2v1BtxqR/lyOmYyYvpfo7F7yJaRc7l2E1FS3yN/QPrgVats2V9xXVfM5wurOtU96UYx3TNBUpmtEk7C3L3+mEbG0tfrE6+jfXK5Ld+4X619wURoS++wAoGABkd96hkK/k5be4fTOlghl/UNnxid/6sn92lsnN8zktc3MqbW3pmDGu5ce1T/fO0aS5/jXF2Tbnhs3FJnvdMCgYCaI/yN4R1OlYA/7aqV+vxtmxw5tpvVdcUvY5ejp0V4XFlT78S/r3qxVM/sqZOkqIMop6+7Fl7j9oldtTrtqpX6p2tW6wcP7pIkLSuq0+nXrVFV+0DCcU3/PEUqAWylPZzuAYe9w2MaiLAuud1GfCfuByO14QB4F0k6ALBJuPP0yd2pl5iMxok16ZhAE930xn5Nhz3151n/KzX767otbdc/4tPB+p60d2Amm7AKBAI60tw38f26wy1xtk/qMBZjOfHvGwoO68wb1+tAfbc+edN6PbC5UmfdvEGnm2vU0jusM29arzvXHtXgqE81HYnfjMOaVYeanQ4BHvffT+zTObdvmvi+a2BUjd1DunfDcUnSmIXpINM76XLFdx/YoTOuX+t0GHE9ubtWqw/NvHYcae6NsDXciDEv8WXyV2SlrUUzHtnk4kW71dg9FPX5WO/3wupOSdKroUGsydwX2JX0Tvfn8mPXrtHibVXpPYg0ZU3zM29an/bjAcgcknQAYJPhSaPMOmKUr4tk8uyIWJwoY8loUOvsGu2c6zf3XQOjOtSY/CLkecrTnupOfeO+bfrJw4UTj++t6dTwpPXmvvfATn39vm1aWxY7+ZWqZKtFvbi/Qd9ZsMPy9vVdQ2lLik0+96wqDSaHjrb0S5K2HG2bmEXX1hc892040qqfPbKHUfiAixXVdE0pb3XG9Wv16VtOlJv2WRiZnisz6fqGx9QyaUBHaYN7k1wlkwaqRFvL9Lx5W7W3pjNTISEFXi43nY2z6qP9RJP/TK19wzrW0hdlS8Bb9tZ06dO3bNCyorpp56Op138rn/e8CG2GirZ+Ld9XH/dcF37l7CRHB4X3Prnd4yVWfup9tV0a8ujPB4AkHQDYZnLn/1fmbU3oteFRZvGc95F3JLRfO2Th/bVtJv9qjjT36kiT9RvyW1cdiVqiIpdn0m091qZvzt+u8+/ZlvQ+Tpqdp+89sFMH6nu0qbxNOyraVdc5qAvu36lfP1U8sd3hpsx0sla19yf1usMJvJ8k6XO3bcxIUixcgjN8zps8wzd87+0PBLSrkg5gwAsq2/qnJHbCYq2nGZYjOTp9+c4t+qQHRqyP+vz65vztlrZdvLVK1e0DJOtczistwsn3QWHx1tL1omiJhF2VJxLiFW0D+vJdWzIVEpARf37uwJSKQeHrf/gj4Ysy+35XZcfENpGaDF+8Y7P+sKxkorxmPMneJi/fVy9JaR+cmS7x2lttfSP6zoId+uOz+zMT0DS7KzvU3EP5TSAVJOkAwCbDk9aLak9wJp1Vb3jNSWnZbywbjrRm/Jhe0TUwqi1H2yQFR6Vf92qZ5dcu2FQRtSMth3N0+tGSQtV2plY2NLyQedjFi3ZPzPSqTDJhloqN5W1xtxn3B/T4zmqNhtYZaLBpfUOrIo1snexQ44mEZmdoHaarXgyuvzm5wyrarA0A7vWFOzZHvB75LEwDjnfuyBbhssi/emqf9tZMXfc0EAho6Z5aHW/t08sljU6EN2H6IJ+Cg9GvIytLm3XO7Zt0wf07teHIzE7LdWUtSa0fBHt5pU0YaYBZdbs9ZeDjyeRZ6NUDTWrqGVJd56BWlZ74fD2yozqDUQDOiHWPVtEW+Xpx0YO7JqrNTG8yTF6iwOr9X7KDWfdUx16zPKx7cFTLiqwlDN0kPIPuYCFT6iMAACAASURBVEOPAoGAntxdE3HwRLp8/8Fd+vJdmzN2PCAbzXE6AMBpy/bU6cJ/e7fTYQCWeOVGPVfsqOjQjooOHTK/ktTrm6KMNvNyaSM7+cb9un9TRcKvK4sxQ+7UObNTCSltlu6p09UvHVLP0Jh+/YUP6Fvzt0+UjnSD/hgLoU++6e0Nle7N5dmgQLawNJMuA3G4ScGBpikDKNaVtejlksYpybkvffhteu3J3rrN/tkjRaq+5fwpj136WJEkzXgcmUWbML5MjhVYsq1Ka8qa1TUwFrNtlG7DY+NauLlSl53zjzrFpW1bZLdEPnYnZtJNfdW3Jg0Qin6qm/qadJ0Sm3qG9NqT5+iPy0q0/kirPv7uN+m0t78+PQdLwpaj7TGfnzyzcf3hVl35QqmOtfTr2m98JAPRBVldwgVAZMykQ8778/MHnA4BOWT94ZaJUgtScPHkq0OzUaywa80z2OtAffLrp0VCidGgL9yxWXesPZrw63ZUzLyJufblQ5KkWS5t+YQTcn2hDh83JegSEb6NnvwepoMR8CYrSbquwdEMROJelz5WNGP23D9ds3rG2jybylv1bAZG5qcyQOKR7VW65qVSrT/szVJg2corl1Ar54tsUdc55EiC7u51x3S8NVgKfcm2Kt217qge3VEt37hf596+SQ9tq8p4TMgtkdr0Dd1Dll8/OaH+y9BAkLDjrdaqndg5Y33+xuP63TPBpRDOunmDzr1900RFJLetXVducZ3LQEAaGA2enzoGMt9Gm7fuKO0IIEku7aoCgOz080eL9IdlJRPf37qqXI/vsr5eg1du1HPNDxbtsmU/zxbV6cndNSRjQ5Ite/mak2aOKC4KlSeb5dLSbCO+4I3gnCQXQ0/W0Oi4fvXUPtWnWGI0LPz7nXyjzXkL8KZDDT361VP7JsrwRnK0JfMlhDMp2QET00uF/+ThPfrTc+kfGNjel3yH3LWvlOmxnTX6+aNFuu4V6+W7kV5euYSOj3slUvcLBAIyXiqdUlq3b3hMd607qgsXBu85wqXthsf8+sGiXapqH0io7D6QjEVbq7Svtku/empfQrOmIt0LrJm2NlxjnGRfaxoGMN62ulwv7j+R9OscGNXs0L2YlZLfbnJiJl1gohS5lYGSNR0D+v3S/THbeomYt+6Yfv5oUfwNAcxAkg6QZox2BTKltNHeGVjwnp7BsYl//+m5A7ryhVK19HpzFpVbjMc4p7szRaeJv/nsDCcRVx0Klm7rs2lEeKQcI6UvAW+6oeCwCg405XRbZSjJkfSXPlak/3m6eMbjL5c06vIn9kqSblt9RPdtOJZSfNPduMKeTvqHtjMjxy28cg2NNJPOpeOiMioQCOjSR4u0+Wj89YnD2vpH9OjOGl1w/w79+KFCLdlWpYseDCbnOqfNjLlz7VHLa20BdvjOgh0qONCU0DqM4QGose7RolU7yfR5ZE4oEJ8/oKMtfbrowZ3qGx5T/twCnXv7pswGk4BwYq6xZ1gvhCo3Wbl8/Pm5A3qhuGHGertWXfvyoaSWp2joHtJX7tqi1r7Iy38AuYgkHSBp3CM3P8iMyx7fa8t+AoFA3NFLNR2JzV7Zfjx2LXJ4z4ZyykHYLda4ixGbRgna7bUnB2f/5WX4TjTauojJmhUhSxftz9E3PKaPGqu1g/Ma4Erhkk8rDjTpW/O35+SgtlcONGp4LLlEXaSSXP/zdLFWljYrEAho/sYK3b4m8ZLOscyZbf/t/XcWbFf+3AI9uKWC8sUZdqylT+fetsnpMCyJ1vk+PDau/LkFyp9boKYe62XxrDrc1KubVhyxfb92GR33a93hFv3p2ZL4G0v64eLdOvPG9RPfbz7aputfLdOhxqnrLd+38XjE14d/116bBQTvOdhgfQDPrspOScF+t7Nv3aD8uQUztiltiL6meCaFb8V6h8Z019qj2lXZqd2h+KvaBxyMLLaKSVVMNpYHBwUEFFBJXbc+fPWqicoAG8tb9ZFrVumfjdV6uaTxxHqBCd6CjvsD+rcb1+mRHdX666rEz8ELNh5XeUuffr90f8KvBbKVoytam6Z5tqT/lXSWpDdIqpf0kqQbDcPozOQ+TdOcI+nXki6RdJqkcUmlkh40DOPRZGKBd3zgypWSpFLzK3rdKd5a6B32W3Wo2Zb9/PrpYvUOjekLH3qbzFfKdPzGr048lz+3IOKMk3iOWazVDu/gHtp+Pn/0X2o4GeY24RHos20od3m8tV/vf9vrLG27JYGR3VZE6qSraOvXh97xhhmPlzX2qn/Ep4sX79avzn2f/vSVD9kaC4DUhNdjWRxa52hwbDzn2sm3rS7Xws2JjxCfLFIH1DnTRuOP+vw6aXZe3IEa246164dLdmvH3C/onW96zYzn09Exv6+2W5J004ojemBzpe6+6OM6+wN/Z/txMNOGI622zXRPt2htr+ZJg4HWHW7Vjz71HluPe/49W23dn52uWH5Ac8/7sCSpe1LljFi2WRi4FCnBMd0ze+r0Q5t/10Cqxnx+1XXan6y3U3j28slzZk2U7z/lpNgDYNwwgOWShwpnPBYIBNevHBob17/duE5LfvwJ3bzyiAZC7burXyzVaW8P3jPmKdiGmJWXF3HQ5XQDo76kS4Ifb+3Tk7trJUnbj3cktQ8gGzk2k840zcslbZL0DUljkg5JeqekP0gqMU0z4RZFsvs0TfMUSWsl3SXpdEmVkpokfVrSI6ZpPmaaJsUackBlW/Ai3D046ooLLbyt4ECTth5rlxla1+P9oWRwWA4OSEcE/2txZC2s88VYF6VnyFonSaYNjdrXCfelOzdbvoYlW8otmjvXzpwV8uSu2inf+8b9au8fmXIOnL9xZid4a++w8ucW6Lm99bbG6FVjZPThsKHRcbX2DmvEN67eYXeeS9OhN4F1d6b7/sKdeqG4YcbjkyspPLm7Rl+9e4v+8sLBuPt7ujB4Po1WlirW9c8OnQOjenyn9bWUkRq3rqMbSaRBOr5x/5TZ9MOj4zra0qf8uQVaVdqcclL54kW7XH0/9XRhnU6/bo2k+LNU/vLCQUvJN6uuerHUtn0BdmnpjV3BI39uwZRS0aM+v21rpVkVHjD5k4f3TFRgmT6IMjxj1e8PaGDEF7HcrxusLG2ecm7++aNFU9YN7xkamyiX2z/i08WLduv3y2LPbPvu/TuUP7dAH7t2TcLxHKzvUf7cAn3pzi0JvxbIBY4k6UzTPEPSvaHj/0bSuwzD+FdJ75K0PvR1aQb3ebOkcyTVSjrdMIyPGYbxIUmfl9Qj6UeSLkskHthnxcGmjB3rxw8Vqq1vRB+/bm1CNbYBAO4R60apos2dZUrCi5bnyZ51Uuu7rI1S7c/ACP3HdwU7dJ8urNUrJY16/5Ur9Ykb1qm5N3aMJfXBMjqLt1amPUYvuHjRLqdDQI67Y025zrxpvb5y1xZ94fbNTofjCbur4heHufKFUlW0DejpwrqIzw+M+LTlaJsGRnxqDJULjLZOWSY6Clv6RnKy9KkTPJSj0+cjlOV8dGfNlDWcthxr0y8eK5IkXfbEXn1v4c6UjrmjwjszMAKByMn1lt5hjY379dTu2givArLL1S8dirvNyyWNquscVFPPkE67amXGB+uFS3NKUm1ncEDNwMiJQY3dgyfWhbx1dbk+YqxWXwqDedKtwGJ/6s8fLVJhdade2j+zVPdkRRbXros0uHBNmT0Vq4Bs5dRMuqslzZb0lGEY9xmGEZCkUDnKiyT1SfqkaZrnp3ufpmn+naRfhb691DCMiSFHhmFskfTn0LfXmKbpzhpZWW5ZUeQb1nToGhzTA6GSNkv31Km5Z5iFTAFkBB1ekILrt927IfI6I4lYuMVaebaW3uTKlCTjiuUH9ZtJo2OX7Zl6090TKgVV1T6gvuExhZdWYmJ7UHikK+CUZ/YE2+TVHYMT69UhPZ4prFVJXbdWlTbpI8ZqXfJQoT5irFZxqPTkqweaZsyYrm4fyMjfpaSuW4u2Vmp3ZYcONVpfkwiJs6MEtpu85W9OnjKLtLi2W2WNvSqp67b0+uGxcR1v7dOR5l7PrdM9Ou7XBffv0M0rD0881jc8pk/etF6XLJlZps4Oia6nWdc5ONEWA5x09q0bddbNGzJ2vHj34XuqTyTuPn7d2ol/h/sOw8m8bDHuD2hvTZcO1id/jY80mMiOe1wgm2U8SWea5uskhRdmun/684ZhtEt6LvTt9zOwz29KOllShWEYazXTY5IGJb1DwZl1yLB0l235/+zdd5hU1fkH8O/Und3Z3nvv7LKVZVl2gaXDgiCCdAMiYkHFAoLtehVlY0yiRpNojDH+jDFFE2NNYgt2TdTYuxt7RUQ6yP7+mJlt02dunfl+noeHnZk75767O3vLOed9z0i/dq67AQDt2x5C22UP4ZOd2q6bTdJ5SkczMily3PjYezj+t8+pHQZpwPa3vsSNj4efOXbr04HNyO4oSwt7X4F46/Pv3J576r3hx1tXSajuKx/F9J9uh2t5m4yEGNnjI6LgDV1riqTR39+Ps/7wIjbf+TLmXfcETrr1eY/b/fO1z3HskCykf/ftwKQrH8Wrn+xSJM5t97+BxTc8jZ5rHscrH3OgTi6RNkj3Vw8ZGrOveQzzrnsCNz72Hjq2PYQ/PPeBWynuv7/6Ga78+5tYfuMzmPqT7Zh51WNYfuMzSoUtqev/9R6efu9rbLv/ddziLB078npIKj/6+5sBb/v9kX50XfEIGi75B/774c5h2UJEke4zP2U4b9ju+94s0s6D97/yKY75xZOYe+3j+KuzZPcnO/fh4Tc+D7iNoWVL/Xn2/R1ey3gTRRM1Vv5uAmADcBCAtyurfwFYDWCcAm26HnssiisIwn5RFJ+FoxzmOADKTecgAAh5MdJwvfHZYIfi+tuex52njMe2+19HcZodS9sKVYmJ5PX2599hKcuJkQq23vu6/40oKgRaQiQQT777FTrK0vH8B98gJc6Kb/cdwj9e/QybZlbj8PdH8Of/fIR/vBb4zVY4LvhLYGujPPCKowzKp9/uxwnOkliPv/MVdu0/hAde+Qw99Tmwx6hx+UpEI7Vve0jtECLO4huexrMBlMgEHNm1y298Gk+8o+4Es76v96AuL2nYc9/uPYTn+nZgam2WSlFFBj2tSRcu17XwuXe8jHPvcKzPuG1BPS6/93V8p0BpbiUtuUGZ+81fP/4+LuipgcHP5+iLXfvRdvng8XzedU+gMDUO2zd1yx0iSezWp7lmaCg6esPr5hX+5r+Mp56sv21wgO2FD77B/Ka8oH9Gf3818HtM16Sj65Y1Y0pNJmLMRr/HLaJIpEYvR6Xz//8JguAtl95Vo6lUFEWLj+2kaNP1Xl95t+/CMUhX5ScOCtIXu/YjxmxCrNUEq9lzYuebHmbfK+35D3YOW8j56KY87Np3CH998WOc0FkKY4TNcnTp7++PqpPjjj2cMUhEkWPZrzzPW/r5o4GVwpTSs32BdTqfdOt/PD7vWpz8qXe/xk8XN0oWFxGRlgQ6QOei9gAd4OjMq8tNwrWPvIP4GDPOml45kBm9ZEwBLj+6XvJ7pWi5R/G29mC02HLny2qHoHslW+4DADy2qRtrb/k3Tp9SgXPveAnf7T+MC3pqvE4U/GDHXhRvvhcr24sgHjUK/9uxF298uguz6nOUDD/iSHns+mr3AZx4y79x/crWgaoTF/w1sElxJK3vI3jZit898wFeCTFLf2gfaiBOvW2wesCvjmvFPS99gm0L6hFn5QRNtfX392Pn3kMDax8n2MywWbgimNTU+KSnOv/3dQfies0IIBGAv7uPcNoM5r0pfuKgIE380aPY56yVbreaUJGVgOxEG+JitP3HXn3hAwNfX37fG1jQlAfXabm/v3/I187/h7w29DH6AdfWA9sOvKffSxuDj/y139/v/hqGvOZxP86YPtyxD1/uPoCqrATkJcdq/ncihWfeC65jhIiIlPWXFz5GFPTLEhHpyqQrHx34+uYn+wa+vv25D3H7cx9ifmMu+gEc6XfeKznvN44ccf7fP3iP49rmiPM+xrX9Eef/H+/ch0+/3YdK5z1KvC1yO+/ufP5jtUOgCNF1xSMAgFN+N9gJHkglj/97+n/464sf47v9jmzGBU15ADz3MQztbRja9eBvWwzbdnjfhHtb/W7Pe9sv/G4bWuzwuq3v2PcePIzXP/sOGfExKEm3IyMhJrRr2n7gzhcGjw1jLnsQC5rzcEjhZWIoOhx2rk+ntLXOiip3vfgJjm7Kg+tPZeSnPJi/Y3/vGbmhp+PNyK99bue2X887c28vgFh97Mvb8cr9PZ77iEd+faS/H+99tWdYlbufLm7A0U35XvdDoVHjitbm/N9XysrQgsCxMrcZzHu9xiKK4okATgSAvXsja9FQOQlza7Hn4PfYd/AwPt91AO9/tQfvfLk76EWO1fbEu1/BajbC4Dx1GAwYOIm4ZkoNXH8Zhv0Hg8Ew5GvXa4ZhjzFkW9d7B7b18p7B/Xl4j5fYhrbVVJiM9PgYvP/VHrz75e6BwdRI9jHXHiQi0rz7Xv4U6fFcp46ISC+e/2AnjAbnfY/zPsno/NpV0tFgMDi3cb6Gwe0HHwOjchMxpSYTfV/tQd/Xe7D3YOTfoxCpyWoarHj0bN8On30WQ7svhmaMjewLCWTb4e0Oed3DwJbHfY1sw0N73mKH33iCjz3BZsHysYX4avdBfPTNXvzvf3vcOucD8dE37n0Wz76/w+PzRJHg3/8bPpne1/HA7zHIwxPe3uP+mucYPMURdHtu34fn79H9+/B/7HN/zfvPxdv32FWejtrcRMQ4s+ca8pNHRkISUGOQzjXgZfWxjW3I14GcacJpM5j3eo1FEIQbANwAAHfffTensARoSQBru736ybfoueZxBaIJ3C9XtOCfr32OR978AgUpsbhrfafaIZEEdu0/NFBSjYiItKWxIBnZiTZcu6wJZpPnEtmRbP51T+DFD3eqHQYRkUdWsxFGA7D/0JFhz8+qy8YvVrSoFJW+BVsqjMiXRJsZL108Y9hzn3273+/6ov+5cJqcYVGQDh4+grP/9F+cObUCpRnxA8/vPnAYdcLfVYyMIlV+SmzIg8D3nNaJOT8Lrj83xmzEtcua8djbX+KSeXUh7ZdIj9QYpHPlyab52MZVgvIIgECK34bTZjDvVT7Hl2DSwHpvfb09uPbht3HlP97C1vl1mFmXjZl12WqHRRJLtFnUDoGISDJ/OLEdY0t9Xd4o1wF4ybxRuOiuwBdVX9CcN6zM10VzanF8Z4kcoenGJfNG4ahrn1A7DKIB6fEx+Gr3Af8bUsQ6ZVIZmgpTMK02a9jzM6/ajnFlaRDmjlIpMiJtu/zoepz3F/nX3JtVl437X/kM714+22O/SnaSDX86aRwW/fKpYc9v39iNwrQ42eOj4FnNRvxsaZPb8/ExZvQuqMdmruVIEnvwrInDlvwJVFdFOuryktDX2wMg8PvO/1szFm0lqW7XFkSRTo1pyG86/y8URdFbj3iZ8//3BEE4JHObrveW+2jf9d43fWxDMjGpvPjMinZHtt/6yRXo6+3BivYiVeMhosjTXprqfyOiIPkboFPSceOK8eeTxqGlKAWrOopxy/FtHrd749KZ6OvtwRXHjEaMefAyNdoH6ADAEoXZg6Rdlx1dh9vWjlU7DF3oqkgf9rg0w+5xu5wkm8fnfVk3sRTPnDcFtTmJIcUWrk0zqz12oj2wYQIH6CSQEBOZ6+1NqMwY9vifZ07AyxdPd9uur7dn4N/v17YPPD+2RP/XzdNHyd/5/LOlTfjFihb09fb4nPjcWpSC+rwkAEBDfhIunV/HATqd2n3gsNohRJ3Ggsgr+ze3IRcXzqkdeGyzmLBpZlXQ7fxm1Zigtn9/22z09fagLQKO8UShUONu/wUAB+AoL9nuZZuJzv+f8vK6lG26Hnd5epMoijYAbSO2JQUZVcqk6yxPx1NbJmPr/HpV9k/q2DKrWpZ2R+Wq03lC+rBtwWi1QyANUOMmL9ibp1C0FKUAAFqLU3HHyR24+KhRmFCZgd4Fw8+v/7lgKmzOOvdmkxFvbp2Fv2+YgB8vapA9Rj2oUakTnqKTv0Efo8GAyqwEhaLRp1znoNs7X+we9vymGZ6vNU+ZVObx+aGm1WZh44wq/HRxAx45ZxK2zKpBVqIN953RhaOb8sIP2oOVXiYo/umkcbLsjwb9df14tUOQxS3Htw1kVgBARVYCEmwW9PX24NnzpuDHixqGvQ4A48rSBgbs/rBO/5+9GLMRneXp/jcMw4xRgVX+MRgMuPu0TvT19uCu9Z1e/+ZJ+yIp86g03fOEFi3YOGNwwOqYZnnOvXLpqc/x+frGGVX42dImrOkswc+WNuGOkx3H22AnRzx41kS35Qmm1mR63X50fpLb+m1E0UbxQTpBEHYDcOXJnjTydVEU0wEsdD78owJt/g3AQQBloih6KrZ9HIA4AJ8D2B5IPCQttTLpfnt8G3KSYlXZN6ln3cQyVGTG+98wSDevbsO/Nk5CdmLws6Qpsv3llA6UpNtxw8oWXDqfNdejmZSdNY9t6g5ou+5q7zdLUtk0w/PMyyVthdi+cTDOlDj35YGrshNwTEu+bLERkWe79g8vZjLy+iU3mdfI/nzyrWPp8937BzMbTu0uAzC4fPkU5zFYmFuLpW2F2LagHlcvacSz503B2dMqBzrTLpk3CnecPA6/Oq4Vp3aX4+imfJSM6MDcOr8OF/TUSP59jC1NHYgTcJRaA4AxxZzpLreyjHiMKU5RO4ywJMd5X07gobMn4o6TO4Y9l5loC+i8/+g5k8INTXFDs49jzKFlpgTDamYGfrSJhDWbSzPsuO2Esbj9xHbMGe17QEkqj5wzCc97WXtxfmOu23NDJ9W0avBc6Mqcrc9LwtSawYHbvt4eXLe8eeDxb1aPQZVzwtX5s2tw9ZJGnDihdOD1uQ25aClyfH/BLg1T5qFqwPUrW3HV4ka3569a3Ii/nBKZk1KIgqHWEfwSONaGWyaK4npRFA0AIIpiKoDbASQAeA7AsIK1oig+LopinyiKG6RqUxCELwD83PnwRlEUB3pIRVGcAOAK58NLBUFg7rgK1FiT7sGzJmpiLTxSx2fOThUpWU1GFKXZccsazyXeKHrVOcvLTB+VjXS7+yAFBe/0KRXDHq8eXzzwdUZCjMLRqENLExF9ld0sTIvDixdNw19O6VAtc56I3Lk61nOSbNgyqxp/P3MCrl/ZghcunIZfLG+WPQNES964dCbWTSz1v+EITYWO7Oifr2jGRGd5v5aiFBz83jFI11Ofg58c24jfHt+G1eNLYDYZsbStEPMa85CZaMNpUypw9ZJG3LpmLI4bVzzQUeaNPcaME7qCj9Of3ORYbFtQj2uWNuGvp47HXaeOx93rOyXfD3lm1NIJPQQ/OdZ7NnxZRvxAtn2witPtmNvg3nmuZWNLBq+HrGbjwDVpvLOsqVplaylymCPgWvrhsyehozwdmYk2xQbpStLtSLVbcWyrY4LA0EojQyudWEyOn6/BYBjIMjv8fT+0xjWIOK02C1cvacS2BfV4/Fz3CZzdVZn49apW/OWUDqydUIp5jXley+tXZCXg92vb8dDZE/HgWRM9bjOUp6w4k9GA+R6y/uc35bH/lQgqDdIJgvA8gDPgmEb4MwAfiaL4HwAfAZgC4BMAiwVBGHm0ywdQBMCtHlQYbQLAFjiy5AoB/FcUxZdEUXwDwL8AJAG4DYMDeaQwpTvt1neXo1yGTCrSj+9kqOVuMTs+x1xTiEYa+plIjA1uhhp5ljtiXZ+hM4m//O6A0uEE7Ei/4xJFivIuCTHqfJbsVlPQ70mOs6KpUN+ZAkSRwjXj2mgw4G/rx+P+M7qwbmIZkmItmDEqGyl2K2bV50RNZ8rClnzYLCa0hHCMcpUdK0iJw82rx+Du9Z2YXJ2FXfscWYoffbMXSXGWgQE8T8wmIzorlBkQzUuOHVaevb00FXecPA7NhSnITLThqIZcNBYkoyYnEfX5SYrERPofpEuzD06Oeua8KXj2vCmStX3NkkYcP167a9bmJNnwwIYuFKQ6Mo9HHjdzkmLxwIaugUmcS9oKJNv3MxL+nEk/Iu3c3K/A+Fd19mDp7ovmjsI9p3UOqzQy9Otnzps6MNjlyjLTygRQV8nrtpJUNOQ7usxrchJhjzFjaVsh8lOGrzPpOt/np8QFfB82riwNZRnxKM+MxyM+spmvWOh7KY+ZQ0rxjrxvJ4pmqvUWC4JwLYBJAO4GEAOgDsCnAK4CMFoQhPeValMQhP0ApgI4G8BLAMoA5MKxBt3xgiAs9zK4RwpQcjbQ9o3dOGNqhf8NKaJlynChZTY6Drd7PAwAarneOgVmnI9MoWDYLBzElcLIyR0x5uAHjpSUHu845vTDsS7bPaeHl6Hwp5PGIclHeamRbjk+vAzfhUPKUp3fU4vbT2zHw2dPxPhyaf4uiEh+C5ry8IvlzQNljnbvP4zR+clI9lCGNhoFWzbOYABO7CrFw2dPRHG6HQaDYWBgq73UkRG3tK1Q8jjDYTQC7UOuZ44fX+I3e4/kp/dO9+K0wfucrEQbMiUs/W8wGHDR3FrJ2pPaynFFqM5OxD82TMRz508FgGGl5wCgOjsRzYUpePzcbsnWgmsoSEYWl1iISnrPpHtVnDHs8REFemF/d8JgGdr4GPNAlRuXocfgVLvVbbArO8mGJzdPxhuXzpQ3UD/qnXEn2syYWpuFxzZ1e12j8N8XTMWfT+rw+FqgStLteMFLidBjW31POPjZsiY8vWUKnr9wGh48239WHlG0MKu5c0EQtiOIdd4EQSiWus0h7zsE4CfOf6QhSs4eLEyL878RRbyZddm45an/SdqmqzTCoe+PDHv+hQunoenSf0q6L1LexUeNwoyrwl+21GrS9mCSXnRXZSLNbkVRWhye/2AnYoZ0rsZaTNh36HsVo3NXk5OAx94+gCNH+pEWH/4kgWDXZPDkMwAAIABJREFUCZrgI4vDlwVNefjbfz/B0U15uGTeKOzYcxB5ybED5U1+u7oNhzRYAoaI3O09+D1m1efglY+/BQDslqGqgB5Nd3ZweRooiY8xe/05JcVaYDYZUZrhXp2jPDMBL108HQkxqt6KA3B06B529oL+YFwxPt65DwCwYWoFpg+Z6U7q0XkiHZLiLGgsSB44tkSTkyc6Ss7FWk2IdVYa+OWKZhwccT8IYKDjPznOApvZhM92DV9+YUJlBra/9SUWtxbgD//+MKD9UvRRqgrVlOpMPPTGFz7Pg5kJMfjiuwNoLkzG8x/s9Ntma1EK7CPOi0cUSKXzNwnHZvF/f66FdXpd5wrXwGZBqve+zXQJ7jcBIMXDUh2BrItuMRmRzQw6Ijfq3xkQ+aH32YOkP4U+LmhC5eq0dnXW1OUl4p7TuiTfD6lDqsOU2TmYazIa8L0SUwcjVEZCDP5z4TRsufMlt0G6ofJTYvHRN/tkj8dkNODdy2ej7bIH8YWHcpsTKzPw8sffYkadPjpEk2It+HbfIZRnxeO1S2YO3NzGWYdfVppNRmg8iVHXfnJsA87643/VDoMihKuDyVW2ieW5HVwDVZ4mDd60agyOvf4pAEBlVjySYi040g/853/f4OzpVT7bTbTJV5I4zW7F13sOBrTtO5fPHvb4hQ++wW+e6MOc0fpa6yuSRcK98F9PHa92CIo4f3YNLrvvdQDA1JpMj2syOa6NvB9fX7xoOg59fwQV598PYW4tdu8/jB//861hVQ8sZgNuffoDj+/v6+0J87sgPZM7k85uNeHVS2bixQ934qE3vkBSrMXrIF2CzYwvvjsQcEZ+nIeJK6GuWRkMb0kBC5ry8Mz7O5Bgc8SVHESVEjW4MulWtKubpR/IoCYRecZBOtI8k96nD5Lu5Ek4E6o8M37YwrpJsRbePEUg1014eWY83vlid8DvW9A8fOFk1+HOZDDge3CQLlxHnBOVXYN0ZqMBibFm7Dv0PdLsVly3rBnzrntC9jhc98uu3+jQzAUA6ChLx5rOkmGdObPqspFos/idLT3SWdMqww3Xr+6qDPz1xU8ABF8CjqQTr4EsHIocrrVz0+xW1OYkYv3kcpUj0hZPg2quyTRjilPwx3XjPHbIqyGcq4emwhRep2oM74X1ITnOgrUTSgcG6W78wZiQ27KYjMP+Dk+bMnw5jq3z67F1fj0AoO+rPZh05aMAHOtPUXSTe1B/TImjWodrL641Vj1xDX6NHDi8cE4tnnnva/zjtc+HPZ+X7J5ZlZsci3cum4Xy8+/3GdfGGVX40d/f9Bf+MGl2K2pzE92y91x+srhx4GstnBc9VYO54pjR2HTHSwAck6zUiPP48SW46YnBlaW0PphJpGXsWSHNM/JTSgoL9V440eZ+gadEiQZSX35KLCqz4iEeNSqo9/14UYPH51PsvLiVguvvz2o2YmpNJq5e0oTeY0ZjQmUGnj1/KhoKkvHSxdNlj8PVces6HIwc2IqxGN06d3+xogU/9LPotienTwltXdWrlzT638gpO8kxkYGHN3VxvRmSUpzFcQ1jNhlx3xldmF2fE9D7cqKkXFGs1f2GZO9BR/bAd/sPa2aADgD6hxycR04GckmPt2LdxFKlQqIwKFW+bqi85FhUZycE9Z5jmvPdnrvs6DqpQtK02pxEXL2kSZV9uwZCClJjcf8ZrNIS7cwyd565Jg0817cDAPCdj9LYrgFDV6WYVR3F6OvtwZrOEjQWJrttf/JEz5ODpDi/lmY41sbsqkgf+LqhIBn/t2asr7dpSm2u+yD8UY2DWe9qldy8aG7tsMFBVmIgCh3/ekjzIqHEB+lLqOsgJsYODqwcP77E8QU7saOCzWLCP86ciPHl6UG9b+RNR1lGPHpG50CYG9xgH3m2cUYV5ozOwdyGXNz4gzHoGZ2D7qpM3HJ828C5Rc6SYwOcxwFXx+nImxeLRDfUPaMD61T3ZEYQaw+tm1CKmaOysaK9KOT9UWh+s3pwZr63mb9EwZpWm4UlbQUhvffU7ujIuCtJj8fi1gI8sGGwE9xVsi4/Rf21aIZyxdVVkY5NM6o9brNlVg22zKpRMiwKkRq3wnFWEx7YMCGo94wc1BPm1mL52Oi4Trj39E5MdK7vW52dgIb8JMX27bqEZMYlAfIfL1xrK06qygQAZPuYMOa6zzV5uM8xYDDQHy9qQF9vDwrTPC85Esj3dMTPMhF3ntyBeY25uGx+PS6aUwsAOORhbUgtc2UkzmvMxXXLmrFxxmBZbavJqPrg2CmTyvCbVaFnEBMRy12SDoQ6YEIUqtbi1JDeN7T0mCuDZ8de/2uCPHjWBEz9yfaQ9knas6qjGDc/2ed3u/Nmu3ecWUxGXLesGR/u2CtDZPpiMASfqdVWkor5jYNZA5mJNly7rFniyILX7xylc60RlJ8Si2/3HUJynAU79x4amGEarjNCzKIDHAPNKXEWfLPXvWxNjNmIO07uwJyfPQ7AsUj4L1e2hLwvCl23s1MEgNe1FomC0Vacil8d1xry+2OjZO0Rk9EwkN382+Pb8OnOfRhfloY1nSVYN0FbGWm3rhmLB175DKdPKYfBYMBVixux4Q8vAgBeuHAarn7obcxt4JpzeqHGvXAoA8+rxxcPlHoEgGhYWvnny5vx0Td7h026C3ZwM1x5ybFY312OY1rcMxkp+sid1e0aKCpJt2P52EIsbSscuD/wxuJhlG1VRzHe/GwXrGaj3/ORwWDAuNI0PPXe11638Xe4sVlMA9muHzjvs+VY//2KhaORkRCD1b95TvK2XeeCY1sLBiYGuwYaE2PV79rfNNPzpCAiCpz6f8lEfsiZSXdMcz66qzOw/rYXZNsH6U+oMxF/cmwjZl/zGIDBBXMDWd+uPDMBfb096LriYXy4Y19I+ybtcJXQ8OfECWVeX+PchND8cd04tUPwaFSuY0Z1R1kannz3a5w/uwZPvfc15jfl4Z7/fuqzXNymmVV454vduPP5j2WP89erxmDBz590e/6USeWoy1NuVjgFRu0Zs6R/58+uwZyG0DNwAceM7rP/9F+JItIWq5e/MVfGDOBYW0drqrITUDUkq2l+Ux4SY82IMZuQYrfi4iBLc5O6lC53eebUSsxvCn4Q1zzi7yXOGnkD+OJRo9BQkIz5zvWMAy0LLCeDwYBzhmTUEMmpMM1xn2syGnDZ0fU+t3VVEHENHO47OLieWqzVhKuCKBF79dJGtF320MDj29aOxbJfPTNkX77fP/SaOcG5RElKnDXg/Qfq2NbQqhIAjky0nz/67rDn/nBiOxbf8DSAwazZocupWExGXDq/Dl1BVvMhIm3iIB1pnpylG8R5oxAfY0ZRqh3fHfC+6C1FF0OI/Z6ZiTF449KZ+NO/P0R7aRp++a93UZIe2IANACxoysfVD70d2s5JM5a1FeKiu14Nqw1mEDv8fHkzMhJisOiXT8m6nx8tHI33v9rjdmMkFddahdcta8Y/X/8cHeXp6HDeTJ0x1Xf22ymTHKXklBik8zapwJUJeN/pXdixx392MMnrN6vHIC85FhYJMjAnVGZg+1tfShAV6dFaCTLARnbMR4rrV7YEvSaXlk2uzlI7BAqR3GUMz55WifaytIFrraHXJV0V6Xjs7a9CajeczmqtmtuQi1S79B37RFpXlBaH/329FxkJMUG/13UfEU51/8wEGzISYvDldwcAAB1lwwelRsZVlmHH9StbBqoVDZ3rMDo/Cb0L6jFLA4PsQ22cUeV2L9pclAIASI+PGSgROnJAciWXHyCKGBykI82Ta/bg5OrMgfKE9QrWjSftC3WAxGQwwGYxYeW4YgDADStbglqjbP3kcnz4zV5FOuNJPlJ0WHItTofZ9TnYGUDJ2HAtcnYkrWgvQkfvw2G3V52dgDc++27gcZFzjYUUu1XTnVb+PnWeFiwn5blKXu7aH/7kIh5potPStgKs6ihROwxNC2adTiI5HTws77pJ85vykJnoueM92AG6209sxxJn1kckXstG4LdE5NNjm7rx6ie7ML02C/e+/Cl6ghjYcg0mpToz1g4cCu9Y1pCfhAdf/wL3nNbp9tqSMQVIsJlhMRlhMAAtRSlIj49BbU4iXvt017AyoAaDAUvaCsOKRQ6eSpUa4MgaLMuIxw3b38Pj73zFiQJEEYyDdBS1CjS2yDtpR6j3XyMH96YH2cFjMTlqsnOQjqI5ky7GbMSBw0cwocJRTixZhlIk3uQGUJ42WHee0qHY95AUawmvAS8fu4rMyMkmiSQ2c+SVEiNlbFswWu0QiChA4WSfBMJgAMwS7aS9NE2SdrTKwKktpAP3nt6Jnmt8rxMXqILUOBSkOiYb+ls7rqkwGW98+h32HXKUtXSVZSzLjAcAVOeEdz9x9ZImvPn5d24l+NPsVhiNBo/x/X5t+8AadEpqK0nFs+/vCHh7VwnO+07vwsV/exXP9g2+15U1uHlWNabVZnEJAqIIFpn1SYgCEAVrWVOIQh0g6ZfgUyX14EznkEy+Fy+aJmnb5F2ujzXGAhGJs499cWU1A45BuofPnohfrmgJqo2ZGs16aC5MUWxfWYnhfe5GunBOLe47vQs9o7VVDoYcrObwL+OjeD4AEZEuDL1GkoPBYPCaITapKsPzC1Eq1CURiJTkWgtbSQYDcONxrbj/jC701OfAajYODNK1FqXg/jO6cEJneCW27TFmj/dVvnpgkuIsqlTNunJhQ1Dbuw7BtbmJuGVNm8dtLCZjxE+EIIp2vMygqMV+KfIm1E7LIxKM/Er9uUyPH8zgUTIjKVosH1uI82fXuD3vKnkaqigbo0O5c4Yl4Bh4KM2IR6w18CyhJWMKcM3SwBcfJy9GHMOOH1/MEpcRLsoONbpw7+nuZZwofO2lqX63WdiSr0AkRMGRu7qC0eC5zBoAxFr0kbGdGcI6WaFw/ZRevng6Xrp4uiL7JNK6/140HS9fPANp8TEoTrfjykUNeHxT98BthcEA1OQkyraMjRbP3TGW0LvabUOOu96OzUQUmThIR1GLJzzyJtiPRk2OoxM7LohBBW/2HjwcdhsAsKLdUWd95Oe8Mive0+YUog1TK7F2gvuswM4g1iL0RK6bGK0amhFkCWBNv9n1w7PmClLjJMkqkspy5wLeM0ZlSdZmSlyYpSwDMHKiAc+T2tdRFt6MWv6OtYfl1OSxZZb7hJqRlrY51gyNtmx20ja5j9OuY06a3Yqzp1WO2Lesu5bME5snY1qtdNdc3rgukxJsFiTa5L8uI1JLS1EKEgLM4k2KswzL+I21mpCZaBv4g5H7GLZ5ZrWs7atJJ4dgIpKIdnq0iIg0ItgOslO7y9DX2zNs1lOoDvhZHD7Qi+UVzkGCY1sLhj0vRYw0yNs9R7hlNUx66RWRyNDv19Ngm9VkxLqJg4Ohcpd+CsfVSxqxsr0Ifb09uH5lq2TtvnDRdKzqKB54fNLEMsnadpGiZC8p67a17di+sTvk90fXkUYfouzwr5iR2Uie1/DkD5+0R+4xY9efxjPnTcFpUypGvOZ752l2bVTpsJiMsk7WOn58CQD9ZBYSBaqvt8djJtodJ3fgZXFGWG2vn1wOAMgJcxkIfyJxcqurUk8kfm9E5B0H6ShqsROEvAn2WkiqxdYDEcjn9hVxBqqzE9HX24NxYWZZkG9yHUaibRb/0D8hT5l0b102a1gWRCDZdlLbOKNK8X2OtHxsIWwWI57YPBmbZ0k/a1SKkr2kvF37D4X8Xl4LaQ9/J/LKS46F3WoaNvFjpP5+HgxJO+Qud+n6uJs9XFv527env5RYiwndKqxlJ+dPaUV7Ifp6e1S5/iSSw9SaTKzzUA1GSgua89HX24M4q3YnV8ol3MuItRNK0dfbI00wRKQbvMogIhoh0JIMJel2tJemYmKldDeiR/xc0f1m9Ziw2p9aI38pGKk8sXmy2iH4FWr5Dn8X3XJ3yGjN+bNrB742BzBAubarFB1laVjaVihnWACArfPrsGxsIY5qyA1o++7qTNliqchKwBuXzkJecqws7bNjOhpF17FGDlKUuh5KznKXC1vyIcyt9b9hBHJlCqfYLXj1kploKkhx26YmJ0HpsIj8knvi1vc+zv0mP7veseeg23OvXzoTv1ndFm5YQZOzpF60XZdT5LvxB2OwxZmtpddP95ZZ1VjbVaJ2GEREkom+KQ1ETlzzg7wJ9F64Mite0nJ2AHDER7XLc6ZXoqUoNeg2L5xTi6xEx4LqiTb9HPaj+S80mjLpbjm+DbW5iZhWm4V/vvY5bj1hrNdtty2oh9loQHG6Hbetbce3ew9hz4HDWDmuSLJ4TplUhgmVGVhyw9MABkvHfrhjr9/3bpxRpes1SnKTYrGivRA79x7CMc3aW4SdfCtNt+O9r/YE9R699DueOKEUd//3E3z67X61Q3Gzor0I9770KT7euU+S9uT8nVw4p9ZLmcfI5xqHcF3/ezrPxlpMOH58CeY25CgZGpFPch+nj/hIo9dTqTU5I9XLuZIomqyTofS/Wm5b2652CESkAfrprSWSmD2GNeXJM4PBgIrMeLz9xW6f28mRdHLYxyhdqDNE13QOzjDTU56MHm6I5QpRR30iYRtfng4A+NVx/ge8R2bOJcVZcM3SJknj2eRn8fGMhBhkJsTg1U92ub02Osy1CNVmNBqwdX692mFQkFwz/NPjYwIepCtNt6M43a6byRDnza7BwcNHcPOTfWqH4pGUVa/Z0Swv18+gtSgFJ00sw6qOYrRve8j5mgEXRWmmIWmXnFlcJ3SWID/Fe3a+ntZIljNUZtJRJOPHW3qu68KyDDve/dL3tfkj50xCSbpdgaiISOtY7pKi1qnd5WqHQDonx/pNew58L32jJBu5bmrkLNmjNXrLGowxG3HPaZ0e14RjtUhSQ01OAi7oqcG1ywMfsP7d2rG4adUYXXXMrJ9cjtMna/PaTS8duPqIUhlGowGbZ1UjO8mG369tx81hlhMnkkuq3Spb2xfMqfV5zentGi2Q0uRK08txmIgiX2aCDZfMG4WbvZT+HbrWOQfoiMiFg3QUtWwWZtKRd4H1tUvfI5/pLEvpSaD3nr5mvXIQQVosmxs9YiyOS6bSjHgYDAac5KHEipr9Q0Nv9ii6GAwGnNBViswEG36xvBltJf7LIruOXXo6hqXHx+Cs6dr7nPf397t1Dl+3rDnk9pgNIg97jKOATFGae2fYuLI0TKqSbz1RonCs7SrF1vl1quzbW7nLquzh6zcuGyv/GsH+MAuZKDTFHCSSxXHjipHrZR3xU7vL8cg5k/CbVZwgRESDOEhHRBQiOQa8eupz8Ivlnjv3AtnfrWvGItYaGQPQew4cVjsE/3zctD941gTU5+m7/CENykyw4ebVY3DtMmnLa0rhhpUtzA4nAMCs+hzkJtn8bufqcGTHozRcP8dtC+rx1JbJ6Bkdzppm8v1Sou33PbSMX3lmPG5a1YofHsOSvqQvVrNxYH1cpXmb+Pe7IesH9/X24PKjNfB3xQkORCE5eWIZFrXk46WLp6sdSlQpSbeju5oThIhoENekIyIK0REZRukMBgNm1Xvu3OsPYH+dFek+X9dTIt03ew+pHYJfvu7ZyzMTUJmVgJc//la5gEhSMebhc5n8ZVpkJ/ofHJFSU2EyXvhgJ6aPylZ0v6RtwXQmar3f8d7TO91KvT29ZQoeffMLbL7zZZWicrdjz0EAjr/JnCTv6zupTU+Zk1IY+fmeXJ2lTiBEOuWt3KVrQqCWql7KeXzT+rmSKFAPnT0R8THDu4ENBgN+tKhBpYgiGw8dRBQMZtIREXkQyICY0gNecqyBp2VHIuAb7tfVsCgN9cx5U/DMeVOCek9FVoL/jSR065qxeGxTt6L7JO0LZE1LOSaZyKEk3e426JWdZENpRrxKEXm2uLUAgCPjNlxydgbL1faTmyfL0zARqcrbIJ0WB/xlPXZq8Psl8uWY5nyPz5dlxCNL4UmFNKiz3PeEaiKKbsykIyIKkdJ9nFJ0qjYXJksQiTL00IXs95Y9jG8iOc6CmuxEPPXe16E3QiHTww2sPcY8sM4SkUsgHZWuORCBDOipyVvHqNbC3jSzGid0lbpl/YVCY99aQLytuaIFBgOQq+HsRiItm1CZgV8//r7b865jsJau1eU8dmopY5AoELFW93yMtmL/axaTfC6ZNwqLxxRg74Hv1Q6FiDSKmXRERB6sGl/idxvFM+kkyCxrKkyRIBL5vbV1FtLjY9QOwy9/Hdzh/MaeOHcyLpk3KowWSG5vXDoTb26dqXYYRMME0pnoyhbXer+jt0Os1uI2GQ3ISJDmnCXnwGm0ratkgAFvbZ2Ff22cpHYoRLo0sTIDz3qoKqDFI4mshzctfsNEPtjMw9eof2vrLPz+xHaVooleQ49LVpMRMWYTUiSY0EVEkYmDdKQLbSWc9UPKWhnAAu2BlMSUklTVH4PpSDyqIVeanQbJajaiIFX7M9/93bOH8xmxx5i9lhkibbBZTIgxmzBzVDbPU6QZgQzE6KTapddO14pMZUvLKknWfuYoPKVYTEaYTbzlJRpp+djCgLbLTLShr7dn4PFVixs1mYUt65p0HKUjnbOajbyvVJlOLr2JSEW8YyFd+OO6cVjfXa52GESqkmoNoTOmVAS87bxG5QfpXB0BMWbTsE4BLZK7jyLash706pcrW/DHdePUDoMIgP9MrILUWGQmxgS0rdq8dYwmxVk0c37Qy4AnEF3JIHnJsbj4qFq1wyDSpHtO68RlR9eH/H7XsURLxz+jjD1bHNsgvQn18u6CnhqWxZTQ0OvsKdWZKkZCRHrAhUyIiEIk1aBZ4PtTdHcUAH8za5PjHOUsptZk4bVPvsUn3+7HwhbPC3l7EsmDdN1VGegZrU6mJlEk83XYmFSVgZtXtw1uq0A84YjgQ6BXcn7PWh+UldITmyerHQKRZoVzKDAYHP9mjMrC0rbAsvGUIWMmXRQdOym6ndBVihO6StUOIyJl6mC9cyJSFzPpiIhCpPTsUakHBZcFUOaG96ThOXNqJRa25OOapY0ozYgHEFx2YiT//C9fUB/UgCURBcbXYWPkaUTrx5hInqjgjbwl24go2q1sL0J1dmJYbRgMBly/shWTqrSTGSLn6ULpJQ6IwrW+u4L3WUREOsNBOiKiECk+SOcnle6yo+sCaoe3mdLx1yGQFGfBlYsaEGcdTFwP5nNjjOD6OtHY+U6khASbxetrIyd7aP2vUA/rp0h9TpU3k06+tolIHy6dX6eLY2uw5PyOuK4l6Y3rHpSIiPSDVxukG+xYIK2Rs9xlc2Gy23P+9tZemhbUPob+Sf3wmHqsbC/ysA3/8KQSyjEsAvtQBljY4UEkizOmVODcmdUDj29Y2YKNM6o8bqvVEl6z6rLxo4Wj1Q4jLL9c0aJ2CG7k/H1XZsXL1jYRkT9yHN42zqjCtgX1SIr1PvmFiIiISArsIaOodNOqVrVDoAigdEba934y6cIZM1w8phD5KbGhNxClgukQKE6zAwASg7jRj9Rss+uWNSPVblU7DKKIFGs14eRJZUiwOTJ4p4/KRldFOgCgMDVu2LZaPcIUpsVhUWuB2mEE5Nn3d3h8fmZdNorS4jy+5oteD/usBkdEapJjYmFecqzG1t0jIr3ZNLMKVy1uVDsMItIBs/9NiLRBysvuLC7aSlKQsUPq+Q92uu+OPWCaE0yHwPk9NeiuzkBjgXuWpNf2ddpZ64vNYkTP6By1wyCKeA+dNREffrMPADA6Pxk3rWpFR1n68I20eozR0enu7S++8/qaVn+8ctDRr4yIwqDVDGw5wurnkY2IwnTKpHK1QyAinWAmHUUljnWQFJS+cfOTSIdwu8g83txq8z5cM4IpR2mzmDC5OivI9iPvF7D/0BG1QyCKCpmJNrQUpQw8nlydBZvFNGwbrZY01tNl2prOErVD0ISqrAS1QyAiGblK2mrzrCFPXOwzICIiIqVwkI6IKESz6+XLBmrIT3J77vsouFOcXhvcIJba5J5NHImDdESkHVo9xCidOd7kYR3YQJkk/iHKcV6ZMSoLT2yeLHm7Q3VXZ8rafjD0di1BpAerxzsmJJRlaHP9STmOnVFw60VEREQawUE6IqIQPHPeFKzqKJat/QXN+W7P+eu0DPRGsslZbrG7yn+HmgFAW3FqYA2HKSfJhuuWNyuyL6kEk0mnxfaVdvHcWry5dabaYRCRk1YPMUp2jC4ZUzCwZqjUQuk0luN3EmsxIS9Z3nVnj2ioNzsljmueEkltyZgC/OeCqajNTVQ7FI/kmHSi1YksREREFHk4SEf6watk0pCsRJusWVTHjSvC25fNGvbcET9VAgPtHqvLS8Lbl83C1ABnmt9+Yjtyk+RfxzHRZoHF5H5akrtjMRxyZ9Jpdd2PYNy9vnPg66I0O2LMJh9bE5GStHqIUWq4553LZmHbgvqw2pA6Vq3+TvwZo9CEHiJSh8FgQFp8jNpheKXV8s1EREREgeAgHRGRBhkMBrcBK3/lLoOZxO5pMMzTzW19XhKMRgNMJvVufOUu0RWK+rwk3HbCWNn3Y4qAVDrjkI+a0us4EpFv0d6paTYZYTCE91OYMzpXsnj0rCTdjr7eHrXDIIpYHWVpaoegaeFOcGjIT0JDwfDSxxpKECYiIqIIx0E60o3o7kYiAuoULi/TU5+j6IxZPQ3gpNit6ChPl30/ETBGBwBY3FoAAGgpYqYFEfmnl47RFy+ahqrsBK+vh3IIl2PgVCc/TsnoNRuRyJfb1ipT2UKvQv2zT4mzoCorAXec3IHrV7RIGhMRERFRoMxqB0CkBr10/hC5/OPMCajIlH6h9uVjC9FR5hhs8tWpFe3ZFmoxRkhP4w8XjsYPF45WOwwiGkGrhxi5J21snFGFGPOQuYoh/hzkODfK8TvhdS9RZIiEMuhyCfVHM7k6Cz8+tkHaYIiIiIiCxEE6IiIdqMzyPlPfJZROzcuOHlyLZ/nYIrzzxW7c/tyHAAAlJ+DCAAAgAElEQVSrObKSrSdVZeDRN7+UpK1+hXo82RdDRNHIJPPB79Tu8mGPz5tdgzuf/1j6HQX5bRgMrBwRrqVtBdg4o1rtMIhIYaEOYA69fxrZBOc3kN796aRxeOa9r9UOg4iIAhBZPbBERBSyWKsJvccMZjsJc2sHvo6EwaILemrUDiFokZJJR0TadNLEMtTkKFtKORB7Dn4vW9sJMe5zFNPjY3DuzBAGdvwcokM6gsuRSSd9k5q1bcFopNqtaodBRArjFTORuzHFqVg/uULtMIiIKACqZdKJolgE4HwAMwFkAfgawCMAtgmC8EoI7VUAWABgEoDRADIA7APwJoA7AVwrCMJuL+99FMBEP7uoEQThjWDjIulI2Vetp7WvSD1pdiu+3nNQ7TACJnVyV3Kcsp1cLMfljoN0RCSn4nQ77j+jC8Wb71U7lGGK0uJka/ue0ztlaztcmQkx8pTQlLxFIiJtCbkUqI/7j0QbC08RERGRMlTJpBNFcQyAlwCsBZAI4GUAFgDLAPxbFMXZQbZnAvAWgF44Bv1MAP4LYBeAMQC2AXjROTDoy9sAnvDyb28wMZH0uCYWKU0L2QV/OaUD95/RpXYYEeGIDgcBTUb9H/d47CaiYPxo4Wic0FkiS9ujchNRlGaXrD1/fcLBnHbGl6fhjpM7woqHiChaSTFG52oiKdaCKxc1YFptVrhhEREREQVE8alBoijGwZHZlgjgVgDrBEHYK4qiBcBWAJsA3C6KYoUgCJ8H2KwBjgG5XwL4zdCMN1EU2wHcBqAMwB8AtPto53JBEG4O8lsiogj18xXNeO2TXVhyw9OqxdBUmBLwtomxFhkjkZ/cY2hHdJqqd8fJ4/CPVz/H9dvfUzsUIqKg3bx6DLbc+TI+/XZ/QNsvai2QLRbFTwNB7O+nixuRmWDDV7sPyBcPEVGEknJKmNVsxMKWfAlbJCIiIvJNjUy6EwDkA3gfwAmCIOwFAEEQDgHYDOBJAAkAzgmize8BlAiCcO7IkpSCIDwNYIXz4VhRFBvDjJ9UEm7Vt7tOHT+QGaXTvnpSWKLNgvbSNLXDCMg9p3UiLzlWtvaVyIWSex9HjkjXlpLHkJaiVF2vr7Nzr35KxhKR9CZVZcJmMamyb6tp+K2Or2vJUK4z/b0lmFOFK+uYucdE5A2roHsXcibdkIv6WKvjXDWpMkOKkIiIiIgCpsYg3bHO/28SBGHYVFFBEPoBXD9iO78EQegXBGGHj9efBPCt82FVELFSBGkoSIbFxDsbikx1eUlqhxC2mXXZsrbPtSjV8e2+Q2qHQEQq66nPUWW/waxtJ8fki/4QGg15XSUfuirSJW9TTQ+eNWHg639tnIQ4qzqDwESkHVKUV0+wWfD4ud247Oh6CSIiIiIiCpyig3TOtePGOB9u97LZv5z/F4qimCfRfs1wrHkH+F5bbqEoin8VRfFhURT/KIriWaIochpVBDmm2VG2Ii9FvowjIgre3IZcnDm1UtZ96DmDVs8zp5N0XoaViAL3woXTPD5/1rRK/Pei6QpHI38ZZX8DaovHFAIAnt4yBY0FyT63dU0kkfpw/8KF02QtIaqG4iHrChal2WHU80mSiCQhxZp0AJCfEgerWY257ERERBTNlL76KAbgqtn1jpdtPgTgmnYvVdbbPABxAA4DeMrHdj3ObbsBLALwYwDvi6K4wsd7SEeOG1eEdy+fjfT4GLVDIR2rzk5QO4SIkxRrhtEobyeblGvSKZ2VJ8XsYLXExSi+/C0RqSTFbsWGqRVuzxuNBiTFWdBalILSdLuHd0amkyaW4t3LZyM7yea/01em00qKjsslB0q/Z0gikkqoWch6nsRHREREkUPpQbrUIV97LE8pCMIRADudD1PC3aEoikkArnQ+/LUgCF952Ox5ACcBqINjPbwEAJMBPAzADuAWURR7wo2FwhPqDXhDQTJWjy92tGEwwCTzQABFth8vasADGyb43zDCyFF+S2lS3oTredBMaaGUeyMi/dowtRJ9vZ4vm/98cgfuO6NL4YgGSX0q89ccrzvlYTAYsLAlP+LKeBL5EwGX47Lhj4aIiIj0TOnp7bYhXx/0sd1+5/9h1SR0lte8DY4Mvj4A53raThCEszw8/Ygoiv8CcBeAOQCuEkXxPue6eZ72dSKAEwFg715fFTVJaXedOl7tECiCcLhBv3xl0qXHx+Cr3Qe8vj4SO0mIiLSPkwQi15WLGtQOgUhxnCTmXSjX5oWpcTilu0z6YIiIiIiCFPAgnSiKWwGcH8I+/icIQrHz6/1DnreOeDyUazBvXwj7AwCIomgAcAOA2QC+ATBXEIRvg2lDEIQjoihuhGOQrhxAPYCXvGx7g3N/uPvuu9kjIAN2ipMW8GOoX74OzNcua8KP/v4m/vO/bxSLJxpMr83CqNwktcMgIhWcObUSOUk2t+fVvJ7zNWa3tK0Adzz/Ed75YnfA7Un5vfDmgYj8Ubrcup6EMoC5fVO3DJEQERERBS+Ycpd7AHwdwr+hZS2H9n6medqJKIpGAK6V1cPpLb0GwPEAvgMwQxCEV0JpRBCEN4bE4b7IBhFFjeVjCzGnIUftMFSh98HJ1eOL0Zif7PX1/v7gvkely3/qdQH7G45r1W3sRBS482ZX44/rxg177oypFTh2TIHbtjFmE06bXI6anETZ4wrmWJ0cZ8XNq8fIGI1vrgFEO9fx9Evv1yREJL0YC683iYiISL8CvgsUBGEbgG1h7u99OMpcWuHITPvYwzYFACzOr98MZSeiKF4JYD2AvQBmC4LwXCjtDOEqzcm7ZqIodtnR9WqHELHkrkgmzB0l7w5ktrStEF9+dwDTR2XhxQ934qK7XlU7JCKiASdOCK5c2NnTq/Dxzn14/dNdA8/95NgGFKfbw45lfXc5shJj0FSYgg1/eBEAkJcci4937vOb+RbsuUiO0nNWsxF9vT0o3nyv5G0TEUWqVR3F2L3/MK595B21QyEiIiIKmqLTjQRB+B6Aa8BsgpfNJjr//1AQBE+DeD45y3KeDUcpzaMEQXg86ECHt5cJINP58KNw2iIiksOoXPmzEWi4XA8l3ORkNRtxzowqjM5PxnHjin1ue0FPjTJBERGFITtx+HF0QXM+mgtTwm73nBlVWDmuGHV5SQNr0l04pxaAY7BOLcz+Cl2pBIO3RJGAa9J5Z7OYcM6MKrXDICIiIgqJGjUB/uz8f7UoijFDX3CuI7fO+fCPwTYsiuJ5cKybdxDAMYIgPBROoE4b4biv/gaDA4ykgpEli351XKtKkRCpq7HAUbaxOjsBAGC3Sp/kG6lrQD541kRMqMxwez6YNT5+trRJs5l5yXEWzBmdq3YYRER+bZhaiasWNyI+jPKOxWlxPl+vznZMYhmdn4RfLG/GlYsaQt6XJ5F6rtSa29e1D3vMnztFK65JR0RERBSZ1CjfeAMcA18lAG4URXGdIAh7RVG0ANgKoAPAbgBXjnyjs4zlQgBPC4KwZMRrpwO4DMBhAEsEQbgvkGBEUTwOjhKbNw/N3BNF0Q7gXDiy8gDgMkEQDnpoglQyrTYLXRXpeOztr9QOhUhRk6oy8OKHO5EUa/G/cQjuPb0TafaY4U9GSIdYeWY8WgpTsP2tL4e/EESfx9wGDoIREQGOUrxL29zXnQuE1WzE/KY8dJSn4YtdB0Jq485TxuP+Vz7F+X95BUmxFvzppOHr4v1o0WisHFeE3ORY5KqYRUehq89LQmaCn+z1CLlGISIiIiKi6KT4IJ1zQG4BgH8CWAFgriiK7wAoApAORxbcMkEQPvPw9nTndn1DnxRFMRfAVc6H3wE4WxTFs+HZTYIg3DTkcSocg4NbRVH8CMCncKyJVw3AdUf4M0EQfhzUN0qKGJldRxQNXKVu+gefkNSo3CRpG9QYb4cNHk6IiAJ3z2mdqMlJhMkY3sEzM8HmfxDGi1S7FQ35juzyvORYVGYlDHs9zmpGe2laWPHp1fUrW9BUmKx2GEREREREROSHGuUuIQjCMwBGA/g1HINq9XBkwN0OoFUQhLuDbNKKwW7qFADjffwrHPHefwC4AsB2OPq86+AYoPsMwO8ATBQE4fQg4yEiIiIiilh1eUlhD9BpTb+KleSkLmOXnRj64KfWcZIeRSuuSUdEREQUmdQodwkAEAShD8AJQb5nFYBVXtoK6YpVEITX4ChrSUTk1bxGDZY4VLAzUe4ugWm1WUG/J9Ziwr5D30uy/34AxzTn47m+byRpT24mowHfH/H8AZCrDCoRUaTjek/ac2xrvtohEGkGj1Ghu/zoejz/wTf4838+UjsUIiIiIjeqZNIRhcLTpFnOJSQl9PX24OolTWqHMcD1txApN+pXLmrApKrMoN9ns4R2CvN23FjSVoi+3h4k2FSbvxKwdy+fje0buz2+Fms1oa+3R+GIiCiadFWkqx3CgMK0OADA2gklKkfim9LJX5FwhTCpKgMrxxWrHQYRRQCbxQiLafDeoaGA5YCJiIhIOzhIR7p28qQytUMgUp3ag9V6m+Xur6P05YtnYExxijLBhKEwLQ59vT24eG4tOxqISDG3nTAW/7dmrNphDEi0WdDX24Ojm8I/F6lZ7pIAq2n4rWmw1zdnT6uULhgiilhb59fhrlPHqx0GERER0QAO0pFueKrB316a5nX77qoMzK7PljMkIgJwxcKGsN6v9CDjwpYClGbYhz2n547ZVeNLcOfJHWguTMZPFzeqHc6Ai+bUqh0CEclAx4dLyWl5aTQNh+bVmq7h2ZDBftZWjiuSLhgiDeKadMEZuWyqlo/ZREREFN04SEcRa0lbIX6+vEXtMIgkN77cUWasqyJDsX0aNHpXe2sI2RzZSTY8fPakYc/pvXSoyWjAnaeMR3cIZUPlcP7sGhzfqe3Sc0REI+n7TDCc3r6XU7vLUJQap3YYRBRBLplXh4Utjixrjd7KEBEREQHgIB0Rke60FKWgr7cHY4pT1Q5FVQaDAZ0V6SxvpUF6H/QkInKpyUlUZD96zuiWgqcMoWD71JllRJGO11fBsZqMOH92DX4wrgg99blqh0NERETkFQfpKGJFe2cHRT4t3ajfumYsblrVGtJ7Q53Z2u/8I187oRSnSLw+ZSR09N15SgeuOGY0zphSofi+7TFmxfdJRBSufg8Xj56ecwn3XCH1uUvv4m3Dzx0pdqtKkRCR3p0xpQJHN+chxW6FOK8OVjO7voiIiEi72ItGuhF8R752BjCI5KSF8i2dFemq7dtmMeHMaZX4+aPvhtxGJA7qNxemoLkwBQBw9UNvK7bfi+fWYsmYQsX2R0QkFaVPBQtb8nHn8x/js137Fd6z9mQkxGB2XQ7Eow7i4OEjMBoNWDymILhGNHA9RCQnTxMD2kpS8ez7O1SIRtvO9FFpIwIv+4mIiEjnOJ2IIlYkdroTqSXYfq/HNnUHvG0gf6uPnjPJ7bmh6+QZfYxU/n3DhIBj8WVFeyEe2NAlSVuRbNX4EpiM7CklilTJcRa1Q5BNvApZwHV5SQAcE06iVX5KLFa0F8FoNOAHHcVYO6EUazpLVPl9EOnNDStb0BblJfADxatTIiIi0ioO0pFuBHtRzTE6IvUUpMZJ2l5xuh15ybFeXzcZDfjrqePdni9MjUNVdoLf9gM5XlRnJ6I6W5m1iYiI1HJUQy6uWdrk8bXfr23HqNwkhSNSTlaiDX8+aVzA20uRyX71kkbccfI4pEpc2tFXmU6tOaohV5rJHfr5lokkkxxnxaTqDLXD0AXXGqNFEt+nEBEREYWL0xNJ91LtVuzYc9Dt+aI0XnxTZHMNWo0vU6/UpBSkKtfZWJAsTUNERFEsJ8mGisx4j6+NK0tTOBrltY7ISPE11hXMOJinMnXJcVbYY8xoKWIWDBGFTkdj8qpaPrYQTYXJET3ZhIiIiPSJmXSkeyPL6qXHx+DJzZN58U0RryjNjqe2TMap3eWy70vOde9cs1rVjIGIiBzY16uMZ86bInn2nB6YQ8yYe+ni6RJHQqQ/8xtz1Q5B1wwGA/sIiIiISJM4SEe6Z/ewXkWuj7J4RJEkJykWRh2v/3XTqtaAB+nk5FYWTL8/UiKisOipTKKeZSXaJGnnFXGGJO1oXaItctdCJArUhqmV2Lag3u35rgp9V9WQUm6SDaXpdrXDICIiIgoKB+lINwLNomG2DZE2rOks8btNnDX0qstnTqv0u836ALMM2SVNRORg4IUUEmyBnZv6NXD2iPcwWQ0AStM9lywlIv0yGg2Is5rcnh+dn4zXL5mpQkTa8+SWKXj4nElqh0FEREQUFA7SkW54WsuDiLTrwjm1frepzQ0ti27dxFKsbC/y+npfbw/6entw7JiCkNrfMLUCdg+dIEREkY5XW8DLF8/AMc35WNCUp4mBOJe+3h5cuagBOUk2t+efv3AaACAlzoK+3h4kxWk/8yzBOcDIcWGi8PHviIiIiEi/Qk9hINIoVmkikp4cf1fPnT9VE+Wr6vIS0VacOuy5jrJ0vHrJTBRvvlelqIiISE0/PrYBADD9p/9ye60uLxFJsRZYTcHPd8xLjsVJk8pCjmthSz4WtuTj1Nuex+SqzJDbISJ94r0uERERUeThIB3pBmcHEpEc7jmtS+0QiIg0xaTjtU6l5qlDPJzzxhULR2N8efjrR123rNnj81rvv5cjPn5aiXivTERERKRnLHdJEYc3KETquW3tWFx+tPuC9p7orQ9Y6x2fRERSqciMxylhZHtFksRY9TO+A2FyXgAn6SReALA5y0rbzCwvTRQobyV4uTQEERERkX5xkI6IiCTTUZaOZWML/W533uxqpMXHBNX20AF4dkQQEcnHYDBg08xqtcPQhF8sb0Z2os3/hn7IPYksKc6CS+aNwq1rxsq7ozAVpMQOfH1cexHOnFqJtRNKVYyIiIiIiIhIXRyko4hTmm5XOwSiqPGPMyf4fP3Rcybhwjm1bs//oKM4rP16m0VMREThyfQyIJVqtyociTZkJtqwprNE7TACcty4YhSkxqkaw/+tafP6WmtRCh7YMAF2Zwad1WzEGVMrYLMwk44oUN7WpNNbhQoiIiIiGsQ16Sii3Lx6DJoKUtQOgyjieBsSq8xK8Pm+4nQ71nSW4NJ7Xhv2vFEDdWnvXt8Jeww7BomI7j+jC0aDAe98sRsz67LdXr/9xHaUcBIUBaCrIsPrayvai2CzmLC8vQg3bH9PwaiIIp/ZZMSta8Zixa+fUTsUIiIiIgoSB+kookyqylQ7BCLy42/rx8NiCj6Re2iJS2/lLh/b1I0j3qYYj1CfnxR0DEREkagmJxEAUJXteeJFe2makuFEpObCFDz57tfITAiu1DMNqslJxOuf7lI7DCJV+brM7axIVy4QIiIiIpIMB+mIiEhRo/OTZWtbzjJf1V46r2nQE5snqx0CEZEmnTmtEkc15qLCTwZ6NGgudFwHjMoNbrLMn04ah2/2HJQjJCIiIiIiItVwTToiIlLMfy6YqnYIIXl6yxSMKU5VOwzNy0uOVTsEIiJNMhkNfktEDzVzlHvZUb1zVbqeWZeDp7dMCTrrJz7G7HEyzuIxBQCAGAtvbYmIiIiISH94J0O6YdDAGlZE0ao/wBKS/qTF67PMV3aSTe0QwvLm1pl4a+ssHNuar3YoRES601GufLnP65Y3497TOxXfr1KkPK9umVWDNy6dCZuF68wSEREREZH+cJCOiIgowsWYTbCajbCa5Tvtn9pdJlvbRERqGpWbhHcvn63oPk1GA2JkPGZHEqPRwAE6ihrhTJurz+N6zERERERaxDs/0g3m0RFFt6HJtEys1ZZ1E0qxcUa12mEQEcmGpx0i0ru7T4vc7FwiIiIiPeMgHenSms4StUMgiipXLGwI6/2/XNGC2fWRt75OtDEZ3bupG/KTsGp8sfLBEJHsfv2DVkytyVI7DE1QZ3JIZA0Ndldnqh0Cke5JVYKeiIiIiLSDg3SkG3FWRxmb0yaX48I5tSpHQxRdWopSsGlmVcjvn1mXjZ8vb5EklqbCZJw0gaUV1XDbCWPdnrtrfSdykmJViIaI5DalJgs3/qBV7TA0hSUoQ3Pz6jFItFnUDoOIiIiIiEhzzGoHQBSooxpz8dqnu7B6vHsW3S3Ht+HrPQdUiIqIlPaTYxuRFMeOPiXU5iTitU93AQB+tHA0DKwzSkRRymAwYPOsanRXMRssFHKuiUoUTfzl0V21uBEb/vCiIrEQERERkTR4t0S6EWc145J5dUi1W91em1CZgaOb8lWIiih6GEaU3XrwrIkqRaKcG1a24C+ndKgdhmIyEmJw9/pO2J2Zy+K8UQOvLWotcNv+ykXhlUElItKTkyaWoSo7QbH9Rcq8iCVjCjCuNE3tMIgiQqLN9zzr+U15CkVCRERERFLhIB0REQWtNMOO8sx4RfdZ4dyfzaLcqWv6qGw0FaYotj8tqM9PwrPnT8WPFo5Ga5Hv731hCydHEBGRb2snlDITm0giM0Zlo3dBvdphEBEREZGEOEhHRETBU2HN+p8ubsRvj2/j+mcyaixIBgDYY8xY1FrgtVPVZjHisU3dSoZGREREFPUMBgOWtBUCAMoy7CpHQ0RERERS4Jp0RESkCwk2CyZWZqgdhq71+xhcPaohF73HeJ6ZXZI+vBOoPi8JBalxUoZGRERepNqtuG3tWLXDCBlz6Iik98CGLuQkcuIaERERUSTgIB0REVGU8JUAWZ+XhDir+2XBk5snIzHWAgDITbYBACZVZcoRHhERDeEa3EqKtaA6O1HVWIhIW3hMICIiIoocHKQjIiKKEr4y6VqKPa8/l5s8OEs7PyUO/75gKlLjrFKHRkREXvT7OngTERERERGRrnFNOiIiCoiX5clIR+aOzvH4/KviDDQXeh6kGyk9PgZGIz8MRERy87YuKBFRoG5a1ap2CERERETkBwfpiIgoaJzTr08d5el4a+usYc+ZjAbEWkwqRURERJGOg41E6rGYjMhKjMH67nK1QyEiIiIiLzhIR0REFMXevXw2M+OIiDRMzxNjClPjBtYzJSJlXDindtjjZ86binNmVKkUDRERERH5w0E6IiIiIiIiksQFPTUDX2/f1I0YM7O1iZS0prME/zxzAjrK0jCmOFXtcIiIiIjIDw7SERERRZF+XedkEBGR1p3QVap2CERRryIrAbetbYeNJc2JiIiINI+DdERERFHEAJa2JCLSA9fRup9zK4iIiIiIiCKWWa0di6JYBOB8ADMBZAH4GsAjALYJgvBKCO1Ncr7flz8IgrDERxtHATgNQDOAWADvA/gjgCsEQdgXbExERERaYzUbccXC0dj055fUDoWIiHwwcE4FERERERFRxFMlk04UxTEAXgKwFkAigJcBWAAsA/BvURRnh9H8AQBPePn3ho+YtgG4C8BUALsAvAmgAsDFAJ4RRTE5jJiIiCJKP6f169qxrQW457RO3HXqeLVDISIiL2KdZeoqMuNVjiR4RWlxaodARERERESkC4pn0omiGAfgTjgG524FsE4QhL2iKFoAbAWwCcDtoihWCILweQi7+EwQhM4gYzoKwGYABwEsEwThDufzBQDuATAawPUAFocQDxERkebU5SWpHQIREfmQmWjD704Yi4YC/c0VvPPkDrz/1R61wyD6//buPUqyok7w+Ld5v9+uijwaAdHlqbxFoBFQRxTGGZ6OCjj42oGZ2VlkcBR//FAHZPHowqwIItOgYoPIKOg4AioPAcFGBGQXZmloaEFUXoLdNM/ePyKSys7OzKrOysqqrvp+zulz6+aNuDeqT/4qIm7cGyFJkiRNeOPxJt0xwEaUqSSPiYgFABHxPGWg7EZgTeD4AZbp5Lo9ozFAV8s0jzIw9xJwaGZuM8AySdKE0jzr1h5bbDBu5ZAkaarYY4sNWGPlcVuhoGfrr7EyO01fb7yLIUmSJEkT3ngM0h1at+dHxLPNByJiEeWNteZ0YyoztwDeWHe/0no8Iu4Grh1kmSRpItpuo/Ik/0nv+q+cfODW41waSZIkSZIkSVq2DfSxzMxcHti57l7XIVljQGyTzHxNRDy0lJdZKzPPATanTF85B7g8Iq7qkH73ur2/vjnXqUz7NKWVpCln983X55cn7c96q6803kWRJEmSJEmSpGXeoOdOmQ407u7e2yHNPOB5YEVgK2BpB+nWBT7c8tmxmflj4PCIeLTl2OuGKQ+UgT5qeSRpynKATpIkSZIkSZL6Y9DTXTYvTPB4uwQR8RLwZN1ddynOvQA4G9gP2BhYmTIoeDwwH9gXuLy+zdeuTG3L03KsY3ky88OZOTszZy9YsGApii1JkiRJkiRJkqSpZtBv0q3S9PNzXdItrNtVR3riiLgFuKXl4weAL2TmjcD1lOkqjwC+0aZMoypPRJwLnAtwxRVXLBppuSVJkiRJkiRJkjT1jHiQLjM/C3yyh2s8EBHT688Lmz5fqWW/WWPg7JkerreEiLgpMy8FDgP+gsUH6Rpl6DaHW1/LI0mSJEmSJEmSpKltad6kmw881sM1mqeRfKLp5/Vps95cZi4HrNMm/WjdSBmk27Ll88Y11u+StzElZj/LI0mSJEmSJEmSpClqxIN0EXEqcOoor3c/ZVrJlYAtaDNIR1lPbsX68z2jvF6zxnSWrb9z4xpbdMm7+RiUR5IkSZIkSZIkSVPUcoO8WES8CPyi7u7VIdnedTsvItoN4vVqm7r9TcvnN9Xt9MzceJgy3dThuCRJkiRJkiRJkjRiAx2kqy6t26Mzc+XmA5k5DfhI3b2kXxfMzA2B99XdK5uPRcS9wO1196Nt8r6eoUG6b/erTJIkSZIkSZIkSZq6xmOQ7lzgYWAz4LzMXA0gM1cETgPeDPwJOKM1Y2aekZlzM3NWm2OXZObbMnOFls93Aa4G1q7XPadNmaJuj8/Mv2zKuzFwMeX/6dKIuHNpf1lJkiRJkiRJkiSp1bRFixYN/KKZuStwFbAm8EfgXmBTYAPK2nEHR8QVbfLNBI4Ero2IGS3HnvIcd24AABUsSURBVKQMxD0DzAHmAxtS1riDMs3luyLidtrIzNOBj9fd+2u5tqasj3cXsGdEPDGS32+nnXZaNHv27JEklSRJkiRJkiRJ0iQybdq0WxctWrTTcOnG4006IuJmYDvga8DTwLbAC8AsYKd2A3QjcCLwLWAuZXBuR8og4I312LadBuhqmU4A3gP8BFgXeD1lsO8UYJeRDtBJkiRJkiRJkiRJwxmXN+kmu2nTpv0BeGC8y7GsWH311TeYP3/+o+NdDmmyM9akwTDWpMEw1qSxZ5xJg2GsSYNhrEmDYay9bNNFixa9YrhEDtJp3GXm7IgY9rVPSaNjrEmDYaxJg2GsSWPPOJMGw1iTBsNYkwbDWFs64zLdpSRJkiRJkiRJkjSVOUgnSZIkSZIkSZIkDZiDdJoIzh3vAkhThLEmDYaxJg2GsSaNPeNMGgxjTRoMY00aDGNtKbgmnSRJkiRJkiRJkjRgvkknSZIkSZIkSZIkDZiDdJIkSZIkSZIkSdKAOUgnSZIkSZIkSZIkDdgK410ATU2ZuSdwPLA7sBbwG+B7wOci4vHxLJvUT5k5jfI9PxB4C/AGynf+SeA24ALgoohYYoHQzBxu0dDfRcSrulx7W+ATwAxgfeB3wH8An42IB4cp91HAh4BtgOWB/wQuBM6KiBe75Fsf+CfgIGAj4CngJuB/RsTPhvl9pFHJzJOBGCbZxyLiK23yrgAcC3wAeB3wIvBr4NyIuGCY624KfBJ4B/BK4DHgp8CpEfHrYfIeCBwHvAlYFbgfuAQ4PSKe6ZJvNeDjwKHAZsAzwC+BMyPiim7XlEYjM6dTvqcjMTMijm7KOxfYdJg8q0bEwg7XNtY0qWTmq4D9gJ2BnYA3Ur6ft0fEDsPknTL11mjatBL0FmuZuSbwbuDtNd90yoPuDwHXAF/sFC+1L/WvwxTr8xFxYpcyH8WA+2Pep9Fo9VqvTbU2ovWaRqvHeu1khr9f0jAjIq5tyjuDElPdXBwRh3cps7HWhW/SaeAy82OURu2BwPPAXcCGwD8At9fKVZos3grcAPwjsAdlcO52yt/f/YFvAFdk5spdzjG7nqP1382dMtTKbzZwBLAicCewNqWjd0dmvqlDvmmZ+U1Kp/LNwG+B+4AdgC8CP8rMlTrk3Qy4gxLLr6bE9vOUWL82Mz/U5XeU+un3tI+ZGyjf6cXU+LuK8h3fnvKd/y0lBmZm5oV1wH0Jmbkz5Xv/IcrNjDspMfdeYHZmvrNTITPzVMqNj/0oN1DuAbYETgZuzsx1OuRbD7ilptuy5nuqnufyzPxMp2tKfbCQzvF1A3BrU9obO5zj113yv9Qug7GmSepw4OvA31LqnFVHkmkq1Vu9tmmlFr3E2peBb1IGwqcD/6/+ew3wQeCXmXl0x9zFU3Su7+a2yzBe/THv06hPeqrXmkz6NqL1mvqkl1h7kO79uHk13TOUlwraebZL/rs7XdhYG55v0mmgMvONwFmUAYrjgP8dEYtq0F0C7AtcDOw2fqWU+moa5emQLwGzIuL3jQOZ+X7gq8ABwCmUgbx2DomIuSO9YGa+GrgIWAn4PHBSRDxfnz45F/gr4N8yc6s2T6IdR2nMPgkcFBHX1XNuA/w7JUY/01rWeiPo25SO3NXAYRHxeP38WOBM4OzM/HlE3DnS30Xq0Q8j4qilSH8q5cmqB4EDGk9bZuZewOXA+ylPIJ/dnKnG1GWUzuA3gI9ExILMXBH4LHACMCszt4yI37XkPRA4EXgOeG9EfKd+vjHwfWA74BzgsDblPQ/YmjLg/+6ImFfzHkyJ/U9l5o0R8cOl+D+QRiQiHqG8Gd5WZh4JzKR07i7ukOy4iLhmpNc01jSJPUVpN82u/14H/PMI8k2JemuUbVqpWa+x9gPKYN3VEfEcvHzD8CxKn+mrmTm7S//mtoiYsZRlHXh/zPs06qNeY61hUrcRrdfUR0sdaxFxPnB+p+OZ+VNgY+CyiHiqQ7JHIqJjX7DDeY21EfBNOg3aSZSpGi6KiH9pTPFXp044HHga2DUzDxjHMkr9dAuwVUSc2TxABxARX6cMzgEck5n9+pv8cWB14IaIODEinq/XWwD8NWXQcJP688uyTJv0qbp7QqNDWPP+Gjim7v5tlmlUmr0b2JESw4c3pkOJiEURcRbwLUrsf7pPv6PUF5n5CuBv6u4xzdOh1Bg4oe5+OjOXb8l+DGUaoftr3gU13/OURuiNwJqUaYNanVy3ZzQaqTXvPErj9CXg0HpDprm82wPvqccPbzRSa95LgTPq7ilI4+Oouu3WuVtaxpompYg4PyL2j4hP1O/nEm97t5pi9VZPbVqpVS+xBvx9RLwrIv69MUBXz/U4pa67i9K/6dv3bxz7Y96nUV/0GGujYb2mKanfsZZlSYO96+7M0ZVuCSfXrbHWhYN0GpjMXAP4s7p7duvxiHgUuLTuths9l5Y5EfFUozLooPG0x3rAK/p02UPqdol1tyLiWYYq3NY4m1HLMJ/y2nxr3ispU62sQlnjoNmhdXtJRDzWpkyNshyQmat3L740UAdRnq6aExFXtTl+IbAAeBVDjdaGxvf+/BpbL6s3N85pSQdAZm5BmTMe2sfp3UBj/vdDWw434vunNV2rxvl2yszXtjkujZkx7NwZa9KQqVRv9dqmlUatQ5+mcex54Md1d6s+XnYGA+6PeZ9GyzjrNak/jqTMBDYP+Em/TmqsjZzTXWqQ3khpTD5H57W0rgWOpixULE0FzfNGd1oo9aTM3JDyN/shSoV5cWsjFF5+XXyjuntd6/GqUQHunJnLx9DC4424u6XL697XAa+taZtfk9+96Xg7P6fE/qqU9RRu6JBO6oftM/Miyg3KpylrFMyKiLvapO363Y2IhZl5C+Wmye7UBmt9O2HnbnkZirVNMvM1EfFQyzXvb34arE3efViyPhyuvA9mWXh9ek17X4fzS2Oh0bl7kO6du49m5vGUOuER4HrgmxHxdGtCY01awpSot0bZppUGodGPW9AlzSaZOZMyfdgzwP8FvhMRP++Qfjz6Y96n0UQyaduI1muaqOq0yB+ouxdERNv1H6u1MvMcYHNKvTEHuLzDg2NgrI2Yb9JpkF5Xtw90ebNoTt2+ts4hLU12R9Tt7dF5WrAPAu+gLIx6JHABcHe2X+S0EWfPMbToa6tGnK0CNC8A3sh7b5fyNvK+/MRoloXLp3fLW6eIaZSnn0+bSu3sQImtfYADKdMG3ZmZX2wz9VdP33vKd36lYfLOAxr1XXPeXq852rzSmKmduyPr7oXDdO4Oo6zH+lbKujtnA/dl5v5t0k7HWJOaTZV6azRtWmlM1TVtGm+yXd8l6WaUuvGtlHrveOCmzPxWPUer8eiPeZ9GE8lkbiNar2mi2ovy8AcMPxvKusCHKWuV/hllzdMrM/PqzNygTXpjbYQcpNMgrVe3j3dJ0zi2HGXhV2nSyswdgY/W3dPaJPkecDCwJeVJsldQBh7uozRIr6xPiDRrxNkTjbUE2miOwXXb5B1JjDbnW5uh+mRp80r99DBlnY1dKfGyCmUR4q9Q3u75e+DUljy9fu/Xa3N8MXWQ4skueXuJl9HklcbS3pSbkdC5c3cN5SnNN1DWCFiXsobObcAGwOVtHkAx1qTFTZV6azRtWmmsfQ74L8AfWPxttoYngNOBPYFXAytTbiB+DniBss7bzDb5xqM/5n0aTQTXMPnbiNZrmqiOrtufRcScDmkWUAbN96O8Hb4y5b7k8ZQpmvelxGnrQ9HG2gg53aUGaZW6fa5LmuYpHVbtmEpaxmXmK4HLKH+H/y0iZrWmiYg/b/loITArM68GbqUschoMLSAOo4uzpcnbLl8veaW+iYhz23x8J/CxzLwf+Dzw3zPzyxExtx4fj+99r9ccbV5pLB1Vt9d36txFxFEtHy0Avp+ZPwZ+BryJclNzv6Y0xpq0uKlSb9l31ISUmUdQHvwC+FC72VAi4nuUBy6b/Sfwqcy8A7gYOCQz3xIRP2tKM9HjuzWv1BdTpI1orGnCqeuSHlx3/7VTuoi4Bbil5eMHgC9k5o2Ut8p3p7xY8I2mNMbaCPkmnQapEQArdUnTXMl2Wp9LWqZl5trADymDbLcydGNzROri3Y23gd5TpxhrGE2cLU3edvl6ySsNyhcob9qtQJkCs2E8vve9XnO0eaUx0dK5m7m0+SPiGeCTdXefzGx+mtFYkxY3Veot+46acOqUezPr7ifrYNxSiYhLGFr77S9aDk/0+G7NK42pSdZGNNY0ER1MeXt1AfDtXk4QETcBl9bdftVro8m7TMaag3QapCfqdv0uaRqvpL4EdFqfS1pm1RuZ/0FZoPsu4O1d1qLr5sa6XY/Fp3loxNm6LYN3zdqlb/55JDHanO+PlJjtJa80EHUh4MYNkS2bDvX6vW/+uW3ezFwOWKdL3l7iZTR5pbEy6s4dQ/XacgytiQDGmtRqqtRbo2nTSn2XmXsB36Xc9DstIv55FKdr1Hlbtnw+Hv0x79NoopssbUTrNU1ER9XtdyLi6VGcp9/12mjyLpOx5iCdBumeut2ky2LDm9ftfV0WLZaWSXVx8B8Au1GmO9kvIh7r8XTNr203T13ciLOVKG/qtdOIs4WU19Nb827R5bqNvI20jUXI53bLWxczb6yfd0+7NNIANOKmXcws1fceuL/pfJ3ybgw06rvmvL1ec7R5pbFyVN1eOorOXad6zViTFjdV6q3RtGmlvsrM3Sn9uNWAMyPiE6M8Zbs2KYxPf8z7NJroJksb0XpNE0pmbgbsVXc7TnU5Qn2t10aZd5mMNQfpNEi3Ac9SgmS3Dmn2rtubBlIiaUAycxXgckoFOBfYNyIeGcUpt6nbhcDLA30RMQ94qO7u1ZqpasTZL+rbRQ2NuNu5lredvVrStubtdM3dKLG/EPhVhzTSWGvEzW+aPmt8d/dsl6HGwi4taRtv5v2i7g4Xa/Mi4qGmzxvnmZ6ZG9Nep/qwa6xl5iaUBZwBft7h3FLftHTuZo7iVNs0/fxyjBpr0hKmRL01yjat1DeZuSNlqYI1gK9GxN/14bTt2qQwPv0x79NoopsUbUTrNU1ARwLTKPcorxnluYar14y1YThIp4GJiD9RpvkD+Gjr8czcgKH1TC4ZVLmksVafSPwOsC+lwnprRLRWXEtzvhWA/1F3fxIRL7QkacwF/ZE2eVdm6I2H1ji7FvgDZcqy97fJ+zbK9BLPUgYc213zkMxs9yp6I+Z/EBHz2xyXxlRmHgBsXXevbDp0OeWpr83rOiOtPkB5avp3wHUtxxrf+6NrbDVfbxpDMbhYrEXEvcDtdbddffh6hhqNrVMHNq45o6Zr1TjfrRExp81xqd/61bn7x7r9Py03UcBYk5pNpXqr1zat1BeZuS2l3bg28HXafP97OOd2wDvq7pUthwfeH/M+jZYBk6mNaL2mCaHGxwfq7oURsWgU59oQeF/dXaxeM9ZGzkE6DdoplHnM35uZxzbmhs3M9YBZwJqUJ2F+MH5FlPonM5cHLgLeCTxCGaC7fwT5TsvMIzNzzZbPN6ZUNrsBL1BiqtXplHWB9qjnWbHmXQ04D9gMmAd8rTlTnbrkc41z1HUXGtfdpuYFOCsiHm255vcoT2GuCcyqMU1mTsvM44AjgBeBzwz3u0u9yMytM/OczNy+5fPlMvMIShwCfD8iGk9cEhG/B75cd8+r3/VG3r0o8QTwmTYD4ucCD1Ni6rwaY42B+dOANwN/As5oU+So2+Mz8y+brrkxcDGljXZpRNy5WKaIX1HWQ1mOEmsbN+U9GDi+7p7c5ppSX7V07i7o1rnLzOMz87jWG4eZuX5mnsPQDcBPt8lurEnVFKu3emrTSv2QmVsCV1HWrbkEODoiXuqeCzJzrcy8ODPf3LoWTma+nfJW3vKUm5aXNR8fx/6Y92k0bqZYG9F6TRPF3pTv2yJGMBtKZl6SmW+rLw00f74LcDXlYZaHgXPaZDfWRmDaokU9D5RKPcnMY4EzKU9dP0wZuHgDsGrdf8tIBjGkZUHL4MBchl65bue4iLit5vsucBClI3Uf8Dil0tuKEjsLgWMi4psdrvvnlM7kisCjlDmWtwTWoiz2vW9EzG6Tb7la3sPqR/dQntbemlIxXgO8IyKebZN3c+B64NWUyvBu4FXAhpSK/79FxFe6/P5SzzJzB8qNCSjx8gBlIHsLYN36+fXAgRHxZEveVYAfUaZCeAm4izLlz1Y1yUXA+9oNQGTmrpQbOGsCfwTuBTYFNqDEzsERcUWHMp8OfLzu3l/zb02J27uAPSNiiUWMawf2ekrd+XxNuw5DUz2cGhH/1O6aUj9l5gzgp5S/8Zt3a79l5peAv6tp51LeFFiV8j1egRJ7n4iI0zvkN9Y06dSbDbc1fbQyZUq9F4Hmuur05tiYSvVWr21aqVkvsZaZPwLeVj+/mdKubOe3EXFI07XWARpx8DSlL/csJc5eWT+/C3hnRDzYpqzj0h/zPo36ocdYm1JtROs19UOvbcim/DMpM6JcGxEzRnC9Jyn3JJ8B5gDzKXVLY+DsN8C7IuL2DvmNtWH4Jp0GLiL+BZgBXEH5I7IN8FvgS8B2Nvw0yTRPuTAd2KPLv7Wb0p5NeQLlV5TG5puAjSgV0peAbToN0AFExHeBnShPpbwAbEuphM6jxFnbiqg+HXoE8NeUOZ03pEypcgfwD8D+7TqENe8cYLtavkcoFe5KlFjf2wE6jbG5wKcoT/g+SRmc24HSMfshZcqgfVoH6AAiYiGwH2Ua2TsoiwhvSJkD/YMR8Ved3hCKiJsp3/uvUW7EbEuJuVnATp06hDXvCcB7gJ9QBhJfT2nwngLs0q6RWvM9Buxc082p+dap5znIQQMN0FF1e90I2m+zgP9FudG5MrA9JdbuA74K7Njp5gsYa5q0lgfWb/q3RofPV2vONJXqrV7btFKLXmKtuR+3K537cDu3XGs+5UbkZZT7HJtS+nIrUB5s+RtKrC0xQAfj1x/zPo36pJdYm1JtROs19UlPbUiAzFyDoTdUZ47weicC36Lcd9kQ2JFyr/LGemzbTgN0YKyNhG/SSZIkSZIkSZIkSQPmm3SSJEmSJEmSJEnSgDlIJ0mSJEmSJEmSJA2Yg3SSJEmSJEmSJEnSgDlIJ0mSJEmSJEmSJA2Yg3SSJEmSJEmSJEnSgDlIJ0mSJEmSJEmSJA2Yg3SSJEmSJEmSJEnSgDlIJ0mSJEmSJEmSJA2Yg3SSJEmSJEmSJEnSgDlIJ0mSJEmSJEmSJA3Y/wet+QButeKLnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb53631b198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate(batched=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
